WeatherPy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WeatherPy\n",
    "\n",
    "---\n",
    "\n",
    "## Generate Random Geographic Coordinates and a List of Cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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",
    "from pprint import pprint\n",
    "\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",
    "from citipy import citipy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate the Cities List by Using the `citipy` Library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of cities in the list: 626\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)}\")\n"
   ]
  },
  {
   "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": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beginning Data Retrieval     \n",
      "-----------------------------\n",
      "Processing Record 1 of Set 1 | governor's harbour\n",
      "City not found. Skipping...\n",
      "Processing Record 2 of Set 1 | heighington\n",
      "Processing Record 3 of Set 1 | ash shafa\n",
      "City not found. Skipping...\n",
      "Processing Record 4 of Set 1 | badger\n",
      "City not found. Skipping...\n",
      "Processing Record 5 of Set 1 | mgandu\n",
      "City not found. Skipping...\n",
      "Processing Record 6 of Set 1 | holualoa\n",
      "City not found. Skipping...\n",
      "Processing Record 7 of Set 1 | carnarvon\n",
      "Processing Record 8 of Set 1 | ataq\n",
      "Processing Record 9 of Set 1 | iqaluit\n",
      "Processing Record 10 of Set 1 | port-aux-francais\n",
      "Processing Record 11 of Set 1 | urcos\n",
      "Processing Record 12 of Set 1 | punta arenas\n",
      "Processing Record 13 of Set 1 | albany\n",
      "Processing Record 14 of Set 1 | ribeira grande\n",
      "Processing Record 15 of Set 1 | ponta delgada\n",
      "Processing Record 16 of Set 1 | novo aripuana\n",
      "Processing Record 17 of Set 1 | port alfred\n",
      "Processing Record 18 of Set 1 | invercargill\n",
      "Processing Record 19 of Set 1 | waitangi\n",
      "Processing Record 20 of Set 1 | poso\n",
      "Processing Record 21 of Set 1 | marsaskala\n",
      "City not found. Skipping...\n",
      "Processing Record 22 of Set 1 | sao felix do xingu\n",
      "Processing Record 23 of Set 1 | port elizabeth\n",
      "Processing Record 24 of Set 1 | adamstown\n",
      "Processing Record 25 of Set 1 | hermanus\n",
      "Processing Record 26 of Set 1 | pierre\n",
      "Processing Record 27 of Set 1 | uturoa\n",
      "Processing Record 28 of Set 1 | deqen\n",
      "Processing Record 29 of Set 1 | tiksi\n",
      "Processing Record 30 of Set 1 | valdivia\n",
      "Processing Record 31 of Set 1 | grytviken\n",
      "Processing Record 32 of Set 1 | kirensk\n",
      "Processing Record 33 of Set 1 | sabang\n",
      "Processing Record 34 of Set 1 | ust-nera\n",
      "Processing Record 35 of Set 1 | ha giang\n",
      "Processing Record 36 of Set 1 | hamilton\n",
      "Processing Record 37 of Set 1 | hithadhoo\n",
      "Processing Record 38 of Set 1 | morag\n",
      "Processing Record 39 of Set 1 | kapuskasing\n",
      "Processing Record 40 of Set 1 | bilokurakyne\n",
      "Processing Record 41 of Set 1 | nova sintra\n",
      "Processing Record 42 of Set 1 | pisco\n",
      "Processing Record 43 of Set 1 | vorgashor\n",
      "Processing Record 44 of Set 1 | happy valley-goose bay\n",
      "Processing Record 45 of Set 1 | darley\n",
      "Processing Record 46 of Set 1 | madalena\n",
      "Processing Record 47 of Set 1 | enewetak\n",
      "Processing Record 48 of Set 1 | wailua homesteads\n",
      "Processing Record 49 of Set 1 | west island\n",
      "Processing Record 50 of Set 1 | geraldton\n",
      "Processing Record 0 of Set 2 | taiohae\n",
      "City not found. Skipping...\n",
      "Processing Record 1 of Set 2 | veshenskaya\n",
      "Processing Record 2 of Set 2 | tsiombe\n",
      "Processing Record 3 of Set 2 | bilibino\n",
      "Processing Record 4 of Set 2 | lihue\n",
      "Processing Record 5 of Set 2 | chibougamau\n",
      "Processing Record 6 of Set 2 | puerto natales\n",
      "Processing Record 7 of Set 2 | serenje\n",
      "Processing Record 8 of Set 2 | edinburgh of the seven seas\n",
      "Processing Record 9 of Set 2 | kodiak\n",
      "Processing Record 10 of Set 2 | ulladulla\n",
      "Processing Record 11 of Set 2 | rahimah\n",
      "Processing Record 12 of Set 2 | naze\n",
      "Processing Record 13 of Set 2 | tofol\n",
      "Processing Record 14 of Set 2 | fale old settlement\n",
      "Processing Record 15 of Set 2 | puerto baquerizo moreno\n",
      "Processing Record 16 of Set 2 | whitehorse\n",
      "Processing Record 17 of Set 2 | blackmans bay\n",
      "Processing Record 18 of Set 2 | bethel\n",
      "Processing Record 19 of Set 2 | bayganin\n",
      "Processing Record 20 of Set 2 | port mathurin\n",
      "Processing Record 21 of Set 2 | yellowknife\n",
      "Processing Record 22 of Set 2 | nookat\n",
      "City not found. Skipping...\n",
      "Processing Record 23 of Set 2 | sona\n",
      "Processing Record 24 of Set 2 | olonkinbyen\n",
      "Processing Record 25 of Set 2 | san patricio\n",
      "Processing Record 26 of Set 2 | prieska\n",
      "Processing Record 27 of Set 2 | anadyr\n",
      "Processing Record 28 of Set 2 | sydney\n",
      "Processing Record 29 of Set 2 | bridgewater\n",
      "Processing Record 30 of Set 2 | saint-philippe\n",
      "Processing Record 31 of Set 2 | ushuaia\n",
      "Processing Record 32 of Set 2 | dhidhdhoo\n",
      "Processing Record 33 of Set 2 | shalqar\n",
      "Processing Record 34 of Set 2 | placido de castro\n",
      "Processing Record 35 of Set 2 | gorontalo\n",
      "Processing Record 36 of Set 2 | stanley\n",
      "Processing Record 37 of Set 2 | mount gambier\n",
      "Processing Record 38 of Set 2 | bac lieu\n",
      "Processing Record 39 of Set 2 | ghat\n",
      "Processing Record 40 of Set 2 | charters towers\n",
      "Processing Record 41 of Set 2 | coaticook\n",
      "Processing Record 42 of Set 2 | bikenibeu village\n",
      "Processing Record 43 of Set 2 | colonia\n",
      "Processing Record 44 of Set 2 | polyarnyy\n",
      "Processing Record 45 of Set 2 | mongu\n",
      "Processing Record 46 of Set 2 | lebu\n",
      "Processing Record 47 of Set 2 | sandnessjoen\n",
      "Processing Record 48 of Set 2 | aasiaat\n",
      "Processing Record 49 of Set 2 | bandiagara\n",
      "Processing Record 0 of Set 3 | rawson\n",
      "Processing Record 1 of Set 3 | vilyuysk\n",
      "Processing Record 2 of Set 3 | yuzhno-kurilsk\n",
      "Processing Record 3 of Set 3 | usogorsk\n",
      "Processing Record 4 of Set 3 | papatowai\n",
      "Processing Record 5 of Set 3 | santa ana\n",
      "Processing Record 6 of Set 3 | hawaiian paradise park\n",
      "Processing Record 7 of Set 3 | port blair\n",
      "Processing Record 8 of Set 3 | al kharj\n",
      "Processing Record 9 of Set 3 | st. john's\n",
      "Processing Record 10 of Set 3 | keflavik\n",
      "Processing Record 11 of Set 3 | san jose del guaviare\n",
      "Processing Record 12 of Set 3 | santiago de cao\n",
      "Processing Record 13 of Set 3 | pacific grove\n",
      "Processing Record 14 of Set 3 | udachny\n",
      "Processing Record 15 of Set 3 | canutama\n",
      "Processing Record 16 of Set 3 | ilulissat\n",
      "Processing Record 17 of Set 3 | sultanah\n",
      "Processing Record 18 of Set 3 | dadonghai\n",
      "City not found. Skipping...\n",
      "Processing Record 19 of Set 3 | kavaratti\n",
      "Processing Record 20 of Set 3 | kharp\n",
      "Processing Record 21 of Set 3 | longyearbyen\n",
      "Processing Record 22 of Set 3 | nueva rosita\n",
      "Processing Record 23 of Set 3 | antofagasta\n",
      "Processing Record 24 of Set 3 | bobrovytsya\n",
      "Processing Record 25 of Set 3 | nuuk\n",
      "Processing Record 26 of Set 3 | 'ohonua\n",
      "City not found. Skipping...\n",
      "Processing Record 27 of Set 3 | bamboo flat\n",
      "Processing Record 28 of Set 3 | avarua\n",
      "Processing Record 29 of Set 3 | ketchikan\n",
      "Processing Record 30 of Set 3 | tazovsky\n",
      "Processing Record 31 of Set 3 | hastings\n",
      "Processing Record 32 of Set 3 | andi\n",
      "Processing Record 33 of Set 3 | deschutes river woods\n",
      "Processing Record 34 of Set 3 | bredasdorp\n",
      "Processing Record 35 of Set 3 | hammerfest\n",
      "Processing Record 36 of Set 3 | atafu village\n",
      "Processing Record 37 of Set 3 | yagry\n",
      "City not found. Skipping...\n",
      "Processing Record 38 of Set 3 | myitkyina\n",
      "Processing Record 39 of Set 3 | port-saint-louis-du-rhone\n",
      "Processing Record 40 of Set 3 | saint-pierre\n",
      "Processing Record 41 of Set 3 | alaghsas\n",
      "Processing Record 42 of Set 3 | island harbour\n",
      "Processing Record 43 of Set 3 | flying fish cove\n",
      "Processing Record 44 of Set 3 | port lincoln\n",
      "Processing Record 45 of Set 3 | chonchi\n",
      "Processing Record 46 of Set 3 | saldanha\n",
      "Processing Record 47 of Set 3 | ribeira brava\n",
      "Processing Record 48 of Set 3 | es castell\n",
      "Processing Record 49 of Set 3 | vanino\n",
      "Processing Record 0 of Set 4 | margaret river\n",
      "Processing Record 1 of Set 4 | bubaque\n",
      "Processing Record 2 of Set 4 | fort bragg\n",
      "Processing Record 3 of Set 4 | inhambane\n",
      "Processing Record 4 of Set 4 | sinabang\n",
      "Processing Record 5 of Set 4 | moussoro\n",
      "Processing Record 6 of Set 4 | cumaribo\n",
      "City not found. Skipping...\n",
      "Processing Record 7 of Set 4 | paulden\n",
      "Processing Record 8 of Set 4 | cable beach\n",
      "City not found. Skipping...\n",
      "Processing Record 9 of Set 4 | kerikeri\n",
      "Processing Record 10 of Set 4 | belmonte\n",
      "Processing Record 11 of Set 4 | karoi\n",
      "Processing Record 12 of Set 4 | beau vallon\n",
      "Processing Record 13 of Set 4 | al kharijah\n",
      "Processing Record 14 of Set 4 | tralee\n",
      "Processing Record 15 of Set 4 | betio village\n",
      "Processing Record 16 of Set 4 | tura\n",
      "Processing Record 17 of Set 4 | canico\n",
      "Processing Record 18 of Set 4 | ahau\n",
      "City not found. Skipping...\n",
      "Processing Record 19 of Set 4 | trairi\n",
      "Processing Record 20 of Set 4 | kendari\n",
      "Processing Record 21 of Set 4 | new plymouth\n",
      "Processing Record 22 of Set 4 | vilyuchinsk\n",
      "Processing Record 23 of Set 4 | arvayheer\n",
      "Processing Record 24 of Set 4 | el fasher\n",
      "Processing Record 25 of Set 4 | meizhou\n",
      "Processing Record 26 of Set 4 | tateyama\n",
      "Processing Record 27 of Set 4 | kas\n",
      "Processing Record 28 of Set 4 | kingston\n",
      "Processing Record 29 of Set 4 | tafresh\n",
      "Processing Record 30 of Set 4 | georgetown\n",
      "Processing Record 31 of Set 4 | arkhangel'sk\n",
      "Processing Record 32 of Set 4 | weihai\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing Record 33 of Set 4 | mount washington\n",
      "Processing Record 34 of Set 4 | assare\n",
      "Processing Record 35 of Set 4 | isafjordur\n",
      "Processing Record 36 of Set 4 | puerto san carlos\n",
      "City not found. Skipping...\n",
      "Processing Record 37 of Set 4 | cold lake\n",
      "Processing Record 38 of Set 4 | benguela\n",
      "Processing Record 39 of Set 4 | alice springs\n",
      "Processing Record 40 of Set 4 | luganville\n",
      "Processing Record 41 of Set 4 | cabo san lucas\n",
      "Processing Record 42 of Set 4 | ostersund\n",
      "Processing Record 43 of Set 4 | diego de almagro\n",
      "Processing Record 44 of Set 4 | kajaani\n",
      "Processing Record 45 of Set 4 | puerto santa\n",
      "Processing Record 46 of Set 4 | talnakh\n",
      "Processing Record 47 of Set 4 | pasargad\n",
      "City not found. Skipping...\n",
      "Processing Record 48 of Set 4 | klyuchi\n",
      "Processing Record 49 of Set 4 | bardai\n",
      "Processing Record 0 of Set 5 | mount isa\n",
      "Processing Record 1 of Set 5 | bodo\n",
      "Processing Record 2 of Set 5 | puerto deseado\n",
      "Processing Record 3 of Set 5 | bellevue\n",
      "Processing Record 4 of Set 5 | jamestown\n",
      "Processing Record 5 of Set 5 | zhalantun\n",
      "Processing Record 6 of Set 5 | newman\n",
      "Processing Record 7 of Set 5 | tabou\n",
      "Processing Record 8 of Set 5 | verkhnevilyuysk\n",
      "Processing Record 9 of Set 5 | guerrero negro\n",
      "Processing Record 10 of Set 5 | mazagao\n",
      "Processing Record 11 of Set 5 | mokhotlong\n",
      "Processing Record 12 of Set 5 | zarnesti\n",
      "Processing Record 13 of Set 5 | alofi\n",
      "Processing Record 14 of Set 5 | qarazhal\n",
      "Processing Record 15 of Set 5 | labrador city\n",
      "Processing Record 16 of Set 5 | haiku-pauwela\n",
      "Processing Record 17 of Set 5 | hovd\n",
      "Processing Record 18 of Set 5 | vila velha\n",
      "Processing Record 19 of Set 5 | kabinda\n",
      "Processing Record 20 of Set 5 | vrede\n",
      "Processing Record 21 of Set 5 | brisas de zicatela\n",
      "Processing Record 22 of Set 5 | pampa\n",
      "Processing Record 23 of Set 5 | puerto ayora\n",
      "Processing Record 24 of Set 5 | east london\n",
      "Processing Record 25 of Set 5 | togur\n",
      "Processing Record 26 of Set 5 | selfoss\n",
      "Processing Record 27 of Set 5 | goz beida\n",
      "Processing Record 28 of Set 5 | khor\n",
      "Processing Record 29 of Set 5 | eureka\n",
      "Processing Record 30 of Set 5 | codrington\n",
      "Processing Record 31 of Set 5 | poshekhon'ye\n",
      "Processing Record 32 of Set 5 | kyain seikgyi township\n",
      "City not found. Skipping...\n",
      "Processing Record 33 of Set 5 | san antonio de pale\n",
      "Processing Record 34 of Set 5 | shahrak\n",
      "Processing Record 35 of Set 5 | antalaha\n",
      "Processing Record 36 of Set 5 | choibalsan\n",
      "Processing Record 37 of Set 5 | puerto madero\n",
      "Processing Record 38 of Set 5 | laguna\n",
      "Processing Record 39 of Set 5 | crane\n",
      "Processing Record 40 of Set 5 | hadibu\n",
      "Processing Record 41 of Set 5 | abu zabad\n",
      "Processing Record 42 of Set 5 | ghadamis\n",
      "Processing Record 43 of Set 5 | vadso\n",
      "Processing Record 44 of Set 5 | tanjung pinang\n",
      "Processing Record 45 of Set 5 | sena madureira\n",
      "Processing Record 46 of Set 5 | kalengwa\n",
      "Processing Record 47 of Set 5 | kuta\n",
      "Processing Record 48 of Set 5 | ammon\n",
      "Processing Record 49 of Set 5 | la passe\n",
      "Processing Record 0 of Set 6 | okoneshnikovo\n",
      "Processing Record 1 of Set 6 | chinchilla\n",
      "Processing Record 2 of Set 6 | muynoq\n",
      "Processing Record 3 of Set 6 | tinghir\n",
      "Processing Record 4 of Set 6 | coquimbo\n",
      "Processing Record 5 of Set 6 | toliara\n",
      "Processing Record 6 of Set 6 | krasnomayskiy\n",
      "Processing Record 7 of Set 6 | pokhara\n",
      "Processing Record 8 of Set 6 | eyl\n",
      "Processing Record 9 of Set 6 | mar del plata\n",
      "Processing Record 10 of Set 6 | malinyi\n",
      "Processing Record 11 of Set 6 | college\n",
      "Processing Record 12 of Set 6 | mirny\n",
      "Processing Record 13 of Set 6 | nar'yan-mar\n",
      "Processing Record 14 of Set 6 | ust'-ilimsk\n",
      "Processing Record 15 of Set 6 | boise\n",
      "Processing Record 16 of Set 6 | nola\n",
      "Processing Record 17 of Set 6 | mantua\n",
      "Processing Record 18 of Set 6 | mezgor'e\n",
      "City not found. Skipping...\n",
      "Processing Record 19 of Set 6 | senador jose porfirio\n",
      "Processing Record 20 of Set 6 | constitucion\n",
      "Processing Record 21 of Set 6 | ancud\n",
      "Processing Record 22 of Set 6 | broken hill\n",
      "Processing Record 23 of Set 6 | murashi\n",
      "Processing Record 24 of Set 6 | sevsk\n",
      "Processing Record 25 of Set 6 | kotovo\n",
      "Processing Record 26 of Set 6 | minas de marcona\n",
      "Processing Record 27 of Set 6 | labuan lombok\n",
      "City not found. Skipping...\n",
      "Processing Record 28 of Set 6 | alesund\n",
      "Processing Record 29 of Set 6 | uzgen\n",
      "Processing Record 30 of Set 6 | dudinka\n",
      "Processing Record 31 of Set 6 | nemuro\n",
      "Processing Record 32 of Set 6 | lorengau\n",
      "Processing Record 33 of Set 6 | princeville\n",
      "Processing Record 34 of Set 6 | palmer\n",
      "Processing Record 35 of Set 6 | kaitong\n",
      "Processing Record 36 of Set 6 | aberdeen\n",
      "Processing Record 37 of Set 6 | severnoye\n",
      "Processing Record 38 of Set 6 | sao jose da coroa grande\n",
      "Processing Record 39 of Set 6 | yinchuan\n",
      "Processing Record 40 of Set 6 | zaruma\n",
      "Processing Record 41 of Set 6 | patterson\n",
      "Processing Record 42 of Set 6 | magadan\n",
      "Processing Record 43 of Set 6 | nadi\n",
      "Processing Record 44 of Set 6 | kotabumi\n",
      "Processing Record 45 of Set 6 | antsiranana\n",
      "Processing Record 46 of Set 6 | barranca\n",
      "Processing Record 47 of Set 6 | polovinnoye\n",
      "Processing Record 48 of Set 6 | acajutla\n",
      "Processing Record 49 of Set 6 | tranovaho\n",
      "City not found. Skipping...\n",
      "Processing Record 0 of Set 7 | ad douiem\n",
      "Processing Record 1 of Set 7 | surab\n",
      "Processing Record 2 of Set 7 | san luis\n",
      "Processing Record 3 of Set 7 | hengyang\n",
      "Processing Record 4 of Set 7 | chai nat\n",
      "Processing Record 5 of Set 7 | yulinshi\n",
      "Processing Record 6 of Set 7 | afaahiti\n",
      "Processing Record 7 of Set 7 | magaria\n",
      "Processing Record 8 of Set 7 | nogliki\n",
      "Processing Record 9 of Set 7 | kamina\n",
      "Processing Record 10 of Set 7 | wolfnitz\n",
      "City not found. Skipping...\n",
      "Processing Record 11 of Set 7 | joplin\n",
      "Processing Record 12 of Set 7 | tucumcari\n",
      "Processing Record 13 of Set 7 | saipan\n",
      "Processing Record 14 of Set 7 | constantia\n",
      "Processing Record 15 of Set 7 | salalah\n",
      "Processing Record 16 of Set 7 | piti village\n",
      "Processing Record 17 of Set 7 | carolina beach\n",
      "Processing Record 18 of Set 7 | novodvinsk\n",
      "Processing Record 19 of Set 7 | nakhon ratchasima\n",
      "Processing Record 20 of Set 7 | muravlenko\n",
      "Processing Record 21 of Set 7 | gadzhiyevo\n",
      "Processing Record 22 of Set 7 | as sulayyil\n",
      "Processing Record 23 of Set 7 | bethpage\n",
      "Processing Record 24 of Set 7 | ad dawadimi\n",
      "Processing Record 25 of Set 7 | tocopilla\n",
      "Processing Record 26 of Set 7 | banda aceh\n",
      "Processing Record 27 of Set 7 | pandan\n",
      "Processing Record 28 of Set 7 | kilindoni\n",
      "Processing Record 29 of Set 7 | mahibadhoo\n",
      "Processing Record 30 of Set 7 | mata-utu\n",
      "Processing Record 31 of Set 7 | roma\n",
      "Processing Record 32 of Set 7 | bor\n",
      "Processing Record 33 of Set 7 | antonio enes\n",
      "Processing Record 34 of Set 7 | muisne\n",
      "Processing Record 35 of Set 7 | viedma\n",
      "Processing Record 36 of Set 7 | pekan\n",
      "Processing Record 37 of Set 7 | ocean shores\n",
      "Processing Record 38 of Set 7 | okhotsk\n",
      "Processing Record 39 of Set 7 | margate\n",
      "Processing Record 40 of Set 7 | harstad\n",
      "Processing Record 41 of Set 7 | muscat\n",
      "Processing Record 42 of Set 7 | chimore\n",
      "Processing Record 43 of Set 7 | taltal\n",
      "Processing Record 44 of Set 7 | guixi\n",
      "Processing Record 45 of Set 7 | serafimovskiy\n",
      "Processing Record 46 of Set 7 | petropavlovsk-kamchatsky\n",
      "Processing Record 47 of Set 7 | stung treng\n",
      "Processing Record 48 of Set 7 | santa cruz\n",
      "Processing Record 49 of Set 7 | kawthoung\n",
      "City not found. Skipping...\n",
      "Processing Record 0 of Set 8 | parambu\n",
      "Processing Record 1 of Set 8 | kuanda\n",
      "Processing Record 2 of Set 8 | lata\n",
      "Processing Record 3 of Set 8 | kataragama\n",
      "City not found. Skipping...\n",
      "Processing Record 4 of Set 8 | axim\n",
      "Processing Record 5 of Set 8 | concepcion\n",
      "Processing Record 6 of Set 8 | warmbad\n",
      "Processing Record 7 of Set 8 | vingt cinq\n",
      "City not found. Skipping...\n",
      "Processing Record 8 of Set 8 | tuensang\n",
      "Processing Record 9 of Set 8 | qaqortoq\n",
      "Processing Record 10 of Set 8 | sechura\n",
      "Processing Record 11 of Set 8 | aoulef\n",
      "Processing Record 12 of Set 8 | vernon\n",
      "Processing Record 13 of Set 8 | hiawatha\n",
      "Processing Record 14 of Set 8 | calvinia\n",
      "Processing Record 15 of Set 8 | bonanza\n",
      "Processing Record 16 of Set 8 | bure\n",
      "Processing Record 17 of Set 8 | zvishavane\n",
      "Processing Record 18 of Set 8 | arraial do cabo\n",
      "Processing Record 19 of Set 8 | belyy yar\n",
      "Processing Record 20 of Set 8 | natal\n",
      "Processing Record 21 of Set 8 | molina\n",
      "Processing Record 22 of Set 8 | yekaterinoslavka\n",
      "Processing Record 23 of Set 8 | general conesa\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing Record 24 of Set 8 | new norfolk\n",
      "Processing Record 25 of Set 8 | smithers\n",
      "Processing Record 26 of Set 8 | ain leuh\n",
      "Processing Record 27 of Set 8 | kristiansund\n",
      "Processing Record 28 of Set 8 | al majaridah\n",
      "Processing Record 29 of Set 8 | oamaru\n",
      "Processing Record 30 of Set 8 | weno\n",
      "Processing Record 31 of Set 8 | tarancon\n",
      "Processing Record 32 of Set 8 | turpan\n",
      "Processing Record 33 of Set 8 | macaiba\n",
      "Processing Record 34 of Set 8 | gueltat zemmour\n",
      "City not found. Skipping...\n",
      "Processing Record 35 of Set 8 | san angelo\n",
      "Processing Record 36 of Set 8 | al jawf\n",
      "Processing Record 37 of Set 8 | zaragoza\n",
      "Processing Record 38 of Set 8 | voss\n",
      "Processing Record 39 of Set 8 | inirida\n",
      "Processing Record 40 of Set 8 | thompson\n",
      "Processing Record 41 of Set 8 | alo\n",
      "Processing Record 42 of Set 8 | quatre cocos\n",
      "Processing Record 43 of Set 8 | el alto\n",
      "Processing Record 44 of Set 8 | kapa'a\n",
      "Processing Record 45 of Set 8 | al jahra'\n",
      "Processing Record 46 of Set 8 | mineiros\n",
      "Processing Record 47 of Set 8 | lethem\n",
      "Processing Record 48 of Set 8 | boguchany\n",
      "Processing Record 49 of Set 8 | ngorongoro\n",
      "Processing Record 0 of Set 9 | auxerre\n",
      "Processing Record 1 of Set 9 | ulety\n",
      "Processing Record 2 of Set 9 | chancay\n",
      "Processing Record 3 of Set 9 | valley east\n",
      "City not found. Skipping...\n",
      "Processing Record 4 of Set 9 | metlili chaamba\n",
      "Processing Record 5 of Set 9 | nchelenge\n",
      "Processing Record 6 of Set 9 | ciudad lazaro cardenas\n",
      "Processing Record 7 of Set 9 | mount pleasant\n",
      "Processing Record 8 of Set 9 | saint-felicien\n",
      "Processing Record 9 of Set 9 | port saint john's\n",
      "Processing Record 10 of Set 9 | birao\n",
      "Processing Record 11 of Set 9 | asaita\n",
      "Processing Record 12 of Set 9 | myeik\n",
      "Processing Record 13 of Set 9 | mbanza kongo\n",
      "Processing Record 14 of Set 9 | pushchino\n",
      "Processing Record 15 of Set 9 | hit\n",
      "Processing Record 16 of Set 9 | kulhudhuffushi\n",
      "Processing Record 17 of Set 9 | farafangana\n",
      "Processing Record 18 of Set 9 | antibes\n",
      "Processing Record 19 of Set 9 | baikunthpur\n",
      "Processing Record 20 of Set 9 | leava\n",
      "Processing Record 21 of Set 9 | sandakan\n",
      "Processing Record 22 of Set 9 | san elizario\n",
      "Processing Record 23 of Set 9 | takikawa\n",
      "Processing Record 24 of Set 9 | iida\n",
      "Processing Record 25 of Set 9 | sao cristovao\n",
      "Processing Record 26 of Set 9 | kourou\n",
      "Processing Record 27 of Set 9 | howrah\n",
      "Processing Record 28 of Set 9 | kill devil hills\n",
      "Processing Record 29 of Set 9 | acarau\n",
      "Processing Record 30 of Set 9 | liman\n",
      "Processing Record 31 of Set 9 | quibdo\n",
      "Processing Record 32 of Set 9 | karditsa\n",
      "Processing Record 33 of Set 9 | ascencion de guarayos\n",
      "City not found. Skipping...\n",
      "Processing Record 34 of Set 9 | nuku'alofa\n",
      "Processing Record 35 of Set 9 | novobod\n",
      "Processing Record 36 of Set 9 | camara de lobos\n",
      "Processing Record 37 of Set 9 | alotau\n",
      "City not found. Skipping...\n",
      "Processing Record 38 of Set 9 | qapqal\n",
      "City not found. Skipping...\n",
      "Processing Record 39 of Set 9 | kosh-agach\n",
      "Processing Record 40 of Set 9 | dinard\n",
      "Processing Record 41 of Set 9 | dunedin\n",
      "Processing Record 42 of Set 9 | langenselbold\n",
      "Processing Record 43 of Set 9 | nurota\n",
      "Processing Record 44 of Set 9 | murghob\n",
      "Processing Record 45 of Set 9 | benghazi\n",
      "Processing Record 46 of Set 9 | quellon\n",
      "Processing Record 47 of Set 9 | ciudad bolivar\n",
      "Processing Record 48 of Set 9 | fauske\n",
      "Processing Record 49 of Set 9 | ankpa\n",
      "Processing Record 0 of Set 10 | remire-montjoly\n",
      "Processing Record 1 of Set 10 | sisimiut\n",
      "Processing Record 2 of Set 10 | brookings\n",
      "Processing Record 3 of Set 10 | beloyarskiy\n",
      "Processing Record 4 of Set 10 | vavoua\n",
      "Processing Record 5 of Set 10 | lubao\n",
      "Processing Record 6 of Set 10 | arkalyk\n",
      "Processing Record 7 of Set 10 | upington\n",
      "Processing Record 8 of Set 10 | basco\n",
      "Processing Record 9 of Set 10 | tual\n",
      "Processing Record 10 of Set 10 | fort mcmurray\n",
      "Processing Record 11 of Set 10 | mao\n",
      "Processing Record 12 of Set 10 | bechar\n",
      "Processing Record 13 of Set 10 | ascension\n",
      "Processing Record 14 of Set 10 | forster\n",
      "Processing Record 15 of Set 10 | misratah\n",
      "Processing Record 16 of Set 10 | conde\n",
      "Processing Record 17 of Set 10 | am djarass\n",
      "City not found. Skipping...\n",
      "Processing Record 18 of Set 10 | bonthe\n",
      "Processing Record 19 of Set 10 | yilan\n",
      "Processing Record 20 of Set 10 | salta\n",
      "Processing Record 21 of Set 10 | qui nhon\n",
      "Processing Record 22 of Set 10 | katabu\n",
      "Processing Record 23 of Set 10 | lompoc\n",
      "Processing Record 24 of Set 10 | sharkan\n",
      "Processing Record 25 of Set 10 | kroya\n",
      "Processing Record 26 of Set 10 | itaituba\n",
      "Processing Record 27 of Set 10 | baiti\n",
      "Processing Record 28 of Set 10 | tindouf\n",
      "Processing Record 29 of Set 10 | uttarkashi\n",
      "Processing Record 30 of Set 10 | luchegorsk\n",
      "Processing Record 31 of Set 10 | mandal\n",
      "Processing Record 32 of Set 10 | edson\n",
      "Processing Record 33 of Set 10 | porto novo\n",
      "Processing Record 34 of Set 10 | kudahuvadhoo\n",
      "Processing Record 35 of Set 10 | cascais\n",
      "Processing Record 36 of Set 10 | hihifo\n",
      "City not found. Skipping...\n",
      "Processing Record 37 of Set 10 | opuwo\n",
      "Processing Record 38 of Set 10 | wahpeton\n",
      "Processing Record 39 of Set 10 | levis\n",
      "Processing Record 40 of Set 10 | bloemfontein\n",
      "Processing Record 41 of Set 10 | vanimo\n",
      "Processing Record 42 of Set 10 | nema\n",
      "Processing Record 43 of Set 10 | kasongo-lunda\n",
      "Processing Record 44 of Set 10 | smara\n",
      "Processing Record 45 of Set 10 | shahrak-e pabedana\n",
      "City not found. Skipping...\n",
      "Processing Record 46 of Set 10 | hayma'\n",
      "City not found. Skipping...\n",
      "Processing Record 47 of Set 10 | khovd\n",
      "Processing Record 48 of Set 10 | xinpu\n",
      "Processing Record 49 of Set 10 | pestovo\n",
      "Processing Record 0 of Set 11 | estancia\n",
      "Processing Record 1 of Set 11 | sheregesh\n",
      "Processing Record 2 of Set 11 | paka\n",
      "Processing Record 3 of Set 11 | vuktyl\n",
      "Processing Record 4 of Set 11 | zhangjiakou\n",
      "Processing Record 5 of Set 11 | mangrol\n",
      "Processing Record 6 of Set 11 | buritis\n",
      "Processing Record 7 of Set 11 | longmen\n",
      "Processing Record 8 of Set 11 | palu\n",
      "Processing Record 9 of Set 11 | malazgirt\n",
      "Processing Record 10 of Set 11 | la tuque\n",
      "Processing Record 11 of Set 11 | vila franca do campo\n",
      "Processing Record 12 of Set 11 | nago\n",
      "Processing Record 13 of Set 11 | reggane\n",
      "Processing Record 14 of Set 11 | mhamid\n",
      "Processing Record 15 of Set 11 | drebkau\n",
      "Processing Record 16 of Set 11 | noumea\n",
      "Processing Record 17 of Set 11 | iskateley\n",
      "Processing Record 18 of Set 11 | negara\n",
      "Processing Record 19 of Set 11 | manistee\n",
      "Processing Record 20 of Set 11 | mariental\n",
      "Processing Record 21 of Set 11 | ouellah\n",
      "City not found. Skipping...\n",
      "Processing Record 22 of Set 11 | halifax\n",
      "Processing Record 23 of Set 11 | isangel\n",
      "Processing Record 24 of Set 11 | duba\n",
      "Processing Record 25 of Set 11 | akrehamn\n",
      "Processing Record 26 of Set 11 | watford city\n",
      "Processing Record 27 of Set 11 | coahuayana de hidalgo\n",
      "Processing Record 28 of Set 11 | manavalakurichi\n",
      "Processing Record 29 of Set 11 | ebeltoft\n",
      "Processing Record 30 of Set 11 | arambagh\n",
      "Processing Record 31 of Set 11 | pula\n",
      "Processing Record 32 of Set 11 | karlskrona\n",
      "Processing Record 33 of Set 11 | posse\n",
      "Processing Record 34 of Set 11 | beledweyne\n",
      "Processing Record 35 of Set 11 | kruisfontein\n",
      "Processing Record 36 of Set 11 | tadmur\n",
      "Processing Record 37 of Set 11 | utrik\n",
      "Processing Record 38 of Set 11 | piensk\n",
      "Processing Record 39 of Set 11 | hirara\n",
      "Processing Record 40 of Set 11 | lubumbashi\n",
      "Processing Record 41 of Set 11 | egilsstadir\n",
      "Processing Record 42 of Set 11 | sri dungargarh\n",
      "Processing Record 43 of Set 11 | tuyen quang\n",
      "Processing Record 44 of Set 11 | sinop\n",
      "Processing Record 45 of Set 11 | fortuna\n",
      "Processing Record 46 of Set 11 | sirjan\n",
      "Processing Record 47 of Set 11 | namibe\n",
      "Processing Record 48 of Set 11 | cocoa beach\n",
      "Processing Record 49 of Set 11 | hauterive\n",
      "Processing Record 0 of Set 12 | kamuthi\n",
      "Processing Record 1 of Set 12 | mount pearl\n",
      "Processing Record 2 of Set 12 | portoferraio\n",
      "Processing Record 3 of Set 12 | beidaihehaibin\n",
      "Processing Record 4 of Set 12 | lembar\n",
      "City not found. Skipping...\n",
      "Processing Record 5 of Set 12 | cheremshan\n",
      "Processing Record 6 of Set 12 | mili\n",
      "Processing Record 7 of Set 12 | shimanovsk\n",
      "Processing Record 8 of Set 12 | thunder bay\n",
      "Processing Record 9 of Set 12 | villa rica\n",
      "Processing Record 10 of Set 12 | mossel bay\n",
      "Processing Record 11 of Set 12 | nadym\n",
      "Processing Record 12 of Set 12 | aykhal\n",
      "Processing Record 13 of Set 12 | atyrau\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing Record 14 of Set 12 | colares\n",
      "Processing Record 15 of Set 12 | ceres\n",
      "Processing Record 16 of Set 12 | lagos\n",
      "Processing Record 17 of Set 12 | novyy urgal\n",
      "Processing Record 18 of Set 12 | alta\n",
      "Processing Record 19 of Set 12 | marvdasht\n",
      "City not found. Skipping...\n",
      "Processing Record 20 of Set 12 | wanning\n",
      "Processing Record 21 of Set 12 | reynosa\n",
      "Processing Record 22 of Set 12 | queenstown\n",
      "Processing Record 23 of Set 12 | tabas\n",
      "Processing Record 24 of Set 12 | rongelap\n",
      "Processing Record 25 of Set 12 | nikolayevsk-on-amure\n",
      "Processing Record 26 of Set 12 | carbonear\n",
      "Processing Record 27 of Set 12 | luderitz\n",
      "Processing Record 28 of Set 12 | taybad\n",
      "Processing Record 29 of Set 12 | iquique\n",
      "Processing Record 30 of Set 12 | dryden\n",
      "Processing Record 31 of Set 12 | dakhla\n",
      "Processing Record 32 of Set 12 | beyneu\n",
      "Processing Record 33 of Set 12 | veinticinco de mayo\n",
      "Processing Record 34 of Set 12 | rio grande\n",
      "Processing Record 35 of Set 12 | ta`u\n",
      "Processing Record 36 of Set 12 | ambodifotatra\n",
      "Processing Record 37 of Set 12 | dibba al-hisn\n",
      "Processing Record 38 of Set 12 | yokadouma\n",
      "Processing Record 39 of Set 12 | doka\n",
      "Processing Record 40 of Set 12 | barentu\n",
      "Processing Record 41 of Set 12 | fairfield\n",
      "Processing Record 42 of Set 12 | san luis de la loma\n",
      "Processing Record 43 of Set 12 | shanwei\n",
      "Processing Record 44 of Set 12 | yangjiang\n",
      "Processing Record 45 of Set 12 | limbang\n",
      "Processing Record 46 of Set 12 | cuellar\n",
      "Processing Record 47 of Set 12 | makassar\n",
      "Processing Record 48 of Set 12 | paradip garh\n",
      "Processing Record 49 of Set 12 | pecos\n",
      "Processing Record 0 of Set 13 | tikrit\n",
      "Processing Record 1 of Set 13 | huarmey\n",
      "Processing Record 2 of Set 13 | crucecita\n",
      "Processing Record 3 of Set 13 | tangalle\n",
      "Processing Record 4 of Set 13 | swakopmund\n",
      "Processing Record 5 of Set 13 | susuman\n",
      "Processing Record 6 of Set 13 | tokar\n",
      "Processing Record 7 of Set 13 | morehead city\n",
      "Processing Record 8 of Set 13 | bitkine\n",
      "Processing Record 9 of Set 13 | san rafael del sur\n",
      "Processing Record 10 of Set 13 | hjo\n",
      "Processing Record 11 of Set 13 | cooma\n",
      "Processing Record 12 of Set 13 | enriquillo\n",
      "Processing Record 13 of Set 13 | tinajo\n",
      "Processing Record 14 of Set 13 | scarborough\n",
      "Processing Record 15 of Set 13 | lerwick\n",
      "Processing Record 16 of Set 13 | tavira\n",
      "Processing Record 17 of Set 13 | renukut\n",
      "Processing Record 18 of Set 13 | vohipaho\n",
      "City not found. Skipping...\n",
      "Processing Record 19 of Set 13 | baie-comeau\n",
      "Processing Record 20 of Set 13 | nuestra senora del rosario de caa cati\n",
      "Processing Record 21 of Set 13 | gadwal\n",
      "Processing Record 22 of Set 13 | muswellbrook\n",
      "Processing Record 23 of Set 13 | waingapu\n",
      "Processing Record 24 of Set 13 | kingsbridge\n",
      "Processing Record 25 of Set 13 | ndjole\n",
      "-----------------------------\n",
      "Data Retrieval Complete      \n",
      "-----------------------------\n"
     ]
    }
   ],
   "source": [
    "# Set the API base URL\n",
    "url = \"https://api.openweathermap.org/data/2.5/weather?\"\n",
    "units=\"metric\"\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\"https://api.openweathermap.org/data/2.5/weather?q={city}&appid={weather_api_key}&units={units}\")\n",
    "    \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_weather =requests.get(city_url).json()\n",
    "\n",
    "        # Parse out latitude, longitude, max temp, humidity, cloudiness, wind speed, country, and date\n",
    "        city_lat = city_weather[\"coord\"][\"lat\"]\n",
    "        city_lng = city_weather[\"coord\"][\"lon\"]\n",
    "        city_max_temp =city_weather[\"main\"][\"temp_max\"]\n",
    "        city_humidity = city_weather[\"main\"][\"humidity\"]\n",
    "        city_clouds =  city_weather[\"clouds\"][\"all\"]\n",
    "        city_wind = city_weather[\"wind\"][\"speed\"]\n",
    "        city_country =  city_weather[\"sys\"][\"country\"]\n",
    "        city_date = city_weather[\"dt\"]\n",
    "\n",
    "        \n",
    "      \n",
    "        \n",
    "        \n",
    "        # Append the City information into city_data list\n",
    "        city_data.append({\"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",
    "    # If an error is experienced, skip the city\n",
    "    except:\n",
    "        print(\"City not found. Skipping...\")\n",
    "        pass\n",
    "              \n",
    "# Indicate that Data Loading is complete \n",
    "print(\"-----------------------------\")\n",
    "print(\"Data Retrieval Complete      \")\n",
    "print(\"-----------------------------\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City          589\n",
       "Lat           589\n",
       "Lng           589\n",
       "Max Temp      589\n",
       "Humidity      589\n",
       "Cloudiness    589\n",
       "Wind Speed    589\n",
       "Country       589\n",
       "Date          589\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "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": 7,
   "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>heighington</td>\n",
       "      <td>53.2124</td>\n",
       "      <td>-0.4590</td>\n",
       "      <td>4.65</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>3.09</td>\n",
       "      <td>GB</td>\n",
       "      <td>1700999133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>carnarvon</td>\n",
       "      <td>-24.8667</td>\n",
       "      <td>113.6333</td>\n",
       "      <td>22.20</td>\n",
       "      <td>71</td>\n",
       "      <td>85</td>\n",
       "      <td>7.31</td>\n",
       "      <td>AU</td>\n",
       "      <td>1700999227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ataq</td>\n",
       "      <td>14.5377</td>\n",
       "      <td>46.8319</td>\n",
       "      <td>29.22</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>4.30</td>\n",
       "      <td>YE</td>\n",
       "      <td>1700999229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>iqaluit</td>\n",
       "      <td>63.7506</td>\n",
       "      <td>-68.5145</td>\n",
       "      <td>-10.15</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "      <td>1.54</td>\n",
       "      <td>CA</td>\n",
       "      <td>1700999231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>port-aux-francais</td>\n",
       "      <td>-49.3500</td>\n",
       "      <td>70.2167</td>\n",
       "      <td>3.85</td>\n",
       "      <td>68</td>\n",
       "      <td>73</td>\n",
       "      <td>10.39</td>\n",
       "      <td>TF</td>\n",
       "      <td>1700999233</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                City      Lat       Lng  Max Temp  Humidity  Cloudiness  \\\n",
       "0        heighington  53.2124   -0.4590      4.65        89         100   \n",
       "1          carnarvon -24.8667  113.6333     22.20        71          85   \n",
       "2               ataq  14.5377   46.8319     29.22        19           5   \n",
       "3            iqaluit  63.7506  -68.5145    -10.15        73          75   \n",
       "4  port-aux-francais -49.3500   70.2167      3.85        68          73   \n",
       "\n",
       "   Wind Speed Country        Date  \n",
       "0        3.09      GB  1700999133  \n",
       "1        7.31      AU  1700999227  \n",
       "2        4.30      YE  1700999229  \n",
       "3        1.54      CA  1700999231  \n",
       "4       10.39      TF  1700999233  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display sample data\n",
    "city_data_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export the City_Data into a csv\n",
    "city_data_df.to_csv(\"output_data/cities.csv\",index=False, header=True)"
   ]
  },
  {
   "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>heighington</td>\n",
       "      <td>53.2124</td>\n",
       "      <td>-0.4590</td>\n",
       "      <td>4.65</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>3.09</td>\n",
       "      <td>GB</td>\n",
       "      <td>1700999133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>carnarvon</td>\n",
       "      <td>-24.8667</td>\n",
       "      <td>113.6333</td>\n",
       "      <td>22.20</td>\n",
       "      <td>71</td>\n",
       "      <td>85</td>\n",
       "      <td>7.31</td>\n",
       "      <td>AU</td>\n",
       "      <td>1700999227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ataq</td>\n",
       "      <td>14.5377</td>\n",
       "      <td>46.8319</td>\n",
       "      <td>29.22</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>4.30</td>\n",
       "      <td>YE</td>\n",
       "      <td>1700999229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>iqaluit</td>\n",
       "      <td>63.7506</td>\n",
       "      <td>-68.5145</td>\n",
       "      <td>-10.15</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "      <td>1.54</td>\n",
       "      <td>CA</td>\n",
       "      <td>1700999231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>port-aux-francais</td>\n",
       "      <td>-49.3500</td>\n",
       "      <td>70.2167</td>\n",
       "      <td>3.85</td>\n",
       "      <td>68</td>\n",
       "      <td>73</td>\n",
       "      <td>10.39</td>\n",
       "      <td>TF</td>\n",
       "      <td>1700999233</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                City      Lat       Lng  Max Temp  Humidity  Cloudiness  \\\n",
       "0        heighington  53.2124   -0.4590      4.65        89         100   \n",
       "1          carnarvon -24.8667  113.6333     22.20        71          85   \n",
       "2               ataq  14.5377   46.8319     29.22        19           5   \n",
       "3            iqaluit  63.7506  -68.5145    -10.15        73          75   \n",
       "4  port-aux-francais -49.3500   70.2167      3.85        68          73   \n",
       "\n",
       "   Wind Speed Country        Date  \n",
       "0        3.09      GB  1700999133  \n",
       "1        7.31      AU  1700999227  \n",
       "2        4.30      YE  1700999229  \n",
       "3        1.54      CA  1700999231  \n",
       "4       10.39      TF  1700999233  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read saved data\n",
    "city_data_df = pd.read_csv(\"output_data/cities.csv\",encoding=\"ISO-8859-1\")\n",
    "\n",
    "# Display sample data\n",
    "city_data_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create the Scatter Plots Requested\n",
    "\n",
    "#### Latitude Vs. Temperature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7c+uttyq2uXot+fn5lJSU2FyqaSgSEhKIjo62u6xTWlpKTEwMJ0+eZP369Xh7e8ufVVVVAdCyZUsSEhK4/fbbiYmJYevWrajVahYuXKhoKzExUV7mskVubi533XUXkiSxdu1aqyU7R9lp9j6TJImJEyeye/duVq5cSatWraz2CQoKIiUlhR9++IEPPviA3NxcBg0aZDeLrSbm7+vMmTMu7X8lIQyfK5igoCC8vLw4fvx4g7Tv4eHB448/zurVq8nPzycrK4t169bxyCOP2IwncsTEiRPZvHkzixcvRqfTMXr0aJv7nTp1iptvvpkzZ87w9ttvs3v3blJSUmTjy2AwWPVx/PjxlJaWcv311zNkyJC6XawNFi9ezBNPPEHfvn1JSEhg3759pKSkcMcdd1j141KSk5MDQFhYmNVnNbdlZGSQn5+PVqvF3d1d8S89Pd1pOv+dd95J8+bN+fjjjwFTquxXX33Fv/71LzQaDQB6vZ6dO3dy/fXX88ILL9C5c2fCw8OZM2eOVUpvbcjIyGDz5s1W/e7cuTOAVd8DAgIUf2u1WofbS0tLFdsdjad5zDMyMjh48KBVn3x8fJAkyapPtozw/fv3M3ToUAA++OADfvzxR1JSUnjxxRcB63u8PrDVD1evxdwfT0/Peu+XLdLT0/nxxx/tGiNlZWWMGjWKH374ga+++oq+ffsqPjfH5wwePFi+R8E0Bt27d5eNWDB9F6dOnbJ7rry8PIYMGcKZM2fYtm0b7dq1szpXaWkpJSUlVsfm5uZa3XtgMnoeeeQRVq1axSeffEJ0dLTNc7u5udGrVy9uvPFGHnnkEXbs2MGxY8d4/fXXbe5fE/P3dTmfVZcL51FQgiaLRqPhtttu49tvvyUtLY2WLVvW+zmeeOIJXn/9dT766CNKS0uprKxk0qRJtW4nJiaGJ598ktdff51HH30UnU5nc7+NGzdy/vx5EhMTiYiIkLf/+uuvNvf/448/ePnll+nduzcpKSksXryY6dOn17p/tli1ahVRUVG8//77iu1FRUX10n5NzA+qsrIyxfaak6n5wZ6enm7VRs1tQUFBBAYGsnXrVpvn9PHxcdgnjUbDAw88wH/+8x/y8/NZvXo1ZWVlVsGcXbt25YsvvkCSJA4ePMgnn3zCK6+8gk6n4/nnn3d4DnsEBQXRrVs3Xn31VZufh4eH16ldezgaT/OYBwUFodPpFMH6lgQFBSn+tvXG/8UXX+Du7s6WLVsUxkRtdFdcvVcc9cPVazFfuy39m4bgyy+/pFmzZjZfYsrKyhg5ciRJSUls2rSJ2267zWqfbt262W1bkiSFxyYhIYGOHTvSpUsXq33z8vIYPHgwx48f5/vvv7fZbteuXQH4/fffFQaY+aWiZrtmo+fjjz9mxYoV3H///Xb7WpOWLVsSHh5u5fW2h/n7qnlPXg0Ij88VzqxZs5AkiUcffZTy8nKrzysqKti8ebPd482eG3tvBc2bN2fMmDEsXbqUZcuWMXz4cFq3bl3rfup0Ol5++WWGDx/OE088YXc/8wPa0qMkSRIffPCB1b7nz59nzJgxtGnThqSkJJ566imef/55/ve//9W6f/b6UtOzdfDgQfbu3avY5mwMa+Lh4WFzX3PGzsGDBxXbv/rqK8XfnTp1onnz5qxZs0aRBXTy5En27Nmj2HfYsGHk5ORgNBrp1auX1b9OnTo57e+ECRMoLS1lzZo1fPLJJ/Tv359rrrnG5r4qlYru3buzZMkS/Pz8FG/XtWXYsGH88ccfREZG2ux7fRs+hw4d4rffflNsW716NT4+PvTs2VPuU2pqKoGBgTb75Ip4pEqlws3NTeGNMBgMfPbZZ1b7Xuy94ghXr0Wr1dKuXTtSU1NdbvtiSEhIYNiwYVa/PbOnZ8eOHfISli369u1Ly5Yt+e677zAajfL2s2fP8ttvv9GvXz/FuWx5e8xGz7Fjx/juu+/o0aOHzXPdcccdeHp62sy4VKlUjBw5Ut5mfk5//PHH/N///Z/Vy4Mzjh49SlpaGu3bt3dp/2PHjgFw3XXX1eo8VwLC43OF079/f95//30mT57MDTfcwBNPPEHnzp2pqKjgl19+Yfny5XTp0oXhw4fbPN7Hx4eIiAj57SkgIICgoCDFA3zKlCny24x5yaMuTJ8+3ak3ZsiQIWi1WsaNG8ezzz5LaWkp77//Pnl5eVb7Tpo0iVOnTrF//36aNWvGW2+9xd69e7n33nv55Zdf8PPzc9qnzZs32/R6jB49mmHDhjFv3jzmzJnDwIEDOXz4MK+88gpt27ZVpFO7MoaWdO3alcTERN5//31uuOEG1Go1vXr1IiwsjMGDB7NgwQL8/f2JiIjg+++/JzExUXG8Wq1m3rx5PPLII4waNYpHH32U/Px84uLirJZr7r33Xj7//HPuuusupkyZQp8+fXB3dyctLY2kpCSio6MZNWqUwzG65ppr6N+/PwsWLOD06dMsX75c8fmWLVtYunQpI0eOpF27dkiSRGJiIvn5+Re19PjKK6+wbds2BgwYwL///W86depEaWkpJ06c4JtvvmHZsmX16uUMDw9nxIgRxMXF0bx5c1atWsW2bdt444038PLyAmDq1KkkJCRwyy23MG3aNLp160ZVVRWnTp3iu+++45lnnrFaeqnJ3XffzeLFixk/fjyPPfYYOTk5vPnmmzaXj82etLVr19KuXTs8PT3p2rUrvXv3plOnTsyYMYPKykr8/f358ssv+eGHH1y+3tpcS1RUFN9++63NdjZs2ABcmGh/+uknOebGckn75MmTsgSG2YgyH9umTRt69epFTk4OO3fuVKhDmxk9ejTffvstL774IoGBgezbt0/+zNfXV57g1Wo1S5YsYezYsURHR/PEE09w/vx55s2bh1arZdasWYDJi5yammpl+BgMBm6//XZ++eUX4uPjqaysVJwrODiYyMhIwLSMOnv2bF566SUCAgIYOnQoKSkpxMXF8cgjjyiMjn//+9+sWLGChx9+mK5duyra9PDwkI2rgwcPMm3aNEaPHk27du1Qq9X8/vvvLFmyhMDAQGbMmGHze6jJvn37CAwMlL1SVxWXJaRacMn59ddfpQcffFBq3bq1pNVqpWbNmkk9evSQXn75ZSkzM1Per2ZWlyRJ0vbt26UePXpIHh4eEiA9+OCDVu23adNGuvbaa13uj2VWlyNsZTht3rxZ6t69u+Tp6Sm1aNFCmjlzpvTtt98qslU++OADmxkkR48elXx9fRVq1bYwZ3XZ+ydJJvHHGTNmSC1atJA8PT2lnj17Shs3brQpEmhvDG1l3+Tm5kqjR4+W/Pz8JJVKpchuOXfunDR69GgpICBA0uv10v333y9nTdW81g8//FDq0KGDpNVqpY4dO0offfSRzb5VVFRIb775pjym3t7e0jXXXCM9/vjj0pEjRxyOk5nly5dLgKTT6RTZUJJkSvsfN26cFBkZKel0Okmv10t9+vSRPvnkE5faNmNLwDArK0v697//LbVt21Zyd3eXAgICpBtuuEF68cUX5RRic1aXZdq5JNm/B83fiWU2k/ncGzZskDp37ixptVqpTZs20uLFi636WVxcLM2ePVvq1KmTpNVqJb1eL3Xt2lWaNm2aQkEYkJ588kmb1/rRRx9JnTp1kjw8PKR27dpJCxYskFasWGF1r5w4cUIaOnSo5OPjI6fsm/nnn3+koUOHSr6+vlJwcLD09NNPS19//bXNrK7OnTvb7Ier1/L9999LgLR//36rNpz9jmqOu61/5t/Lhx9+KHl5edkUWHR0HluZbxs3bpR69+4teXp6Snq9XhoxYoRCUHD27Nk2syvN95Ozvlry9ttvSx07dpS0Wq3UunVrac6cOVJ5eblin4iICLttWvYjPT1duv/++6XIyEjJy8tL0mq1Urt27aRJkybZzP6yRVVVlRQRESE9/fTTLu1/paGSJAtfuEBQBw4ePEj37t157733mDx58uXujkBQ77Rp04YuXbqwZcuWy92VRku3bt248cYbrWLe6pO77roLnU5HQkJCg53DzHXXXcedd97JW2+91eDnutR8//33DB06lEOHDtldlr6SEYaPoM6kpqZy8uRJXnjhBU6dOsXRo0dll79AcCUhDB/nbN26lVGjRnHkyJEGSaQQ1B+DBg2iffv2NmMjrwZEcLOgzsybN48hQ4ZQXFzM+vXrhdEjEFzF3HHHHSxatKjB5DME9UNeXh4DBw60mw15NSA8PgKBQCAQCK4ahMdHIBAIBALBVYMwfAQCgUAgEFw1CMNHIBAIBALBVYMQMKxBVVUVZ8+excfHx2FxOYFAIBAIBI0HSZIoKioiPDzcqlisJcLwqcHZs2dtVsIVCAQCgUDQ+Dl9+rRDSQVh+NTAXJ7g9OnT+Pr6AqZ6Vt999x1Dhw7F3d39cnbvsiPGQokYDyViPJSI8VAixuMCYiyU1Md4FBYW0qpVK6fFlYXhUwPz8pavr6/C8PHy8sLX1/eqv0HFWCgR46FEjIcSMR5KxHhcQIyFkvocD2dhKiK4WSAQCAQCwVWDMHwEAoFAIBBcNQjDRyAQCAQCwVWDMHwEAoFAIBBcNQjDRyAQCAQCwVWDMHwEAoFAIBBcNQjDRyAQCAQCwVVDkzV8FixYgEqlYurUqfI2SZKIi4sjPDwcnU5HVFQUhw4dunydFAgEAoFA0KhokoZPSkoKy5cvp1u3bortCxcuZPHixbz77rukpKQQFhbGkCFDKCoqukw9FQgEAoFA0JhocoZPcXEx9913Hx988AH+/v7ydkmSiI+P58UXXyQmJoYuXbrw6aefUlJSwurVqy9jjwUCQWPHaDSSnJzMmjVrSE5Oxmg0Xu4uCQSCBqLJlax48sknufvuuxk8eDDz58+Xtx8/fpz09HSGDh0qb/Pw8GDgwIHs2bOHxx9/3GZ7ZWVllJWVyX8XFhYCJvnsiooK+f8t/3s1I8ZCiRgPJU1xPDZv3szzs2aRdvq0vK1lq1a8vmABw4cPv6i2m+J4NCRiPC4gxkJJfYyHq8eqJEmS6nyWS8wXX3zBq6++SkpKCp6enkRFRXH99dcTHx/Pnj17uPHGGzlz5gzh4eHyMY899hgnT57kv//9r8024+LimDt3rtX21atX4+Xl1WDXIhAIBAKBoP4oKSlh/PjxFBQUyLU2bdFkPD6nT59mypQpfPfdd3h6etrdr2ZxMkmSHBYsmzVrFtOnT5f/Nld3HTp0qKJI6bZt2xgyZMhVX0yusYyF0Whk7969pKenExYWRv/+/dFoNJe8H41lPBoLTWk8jEYj3bp3J9c9hMARM0FlsfIvVZHz1SICKrI4+Nuvdb63mtJ4XArEeFxAjIWS+hgP84qNM5qM4fPzzz+TmZnJDTfcIG8zGo3s2rWLd999l8OHDwOQnp5O8+bN5X0yMzMJDQ21266HhwceHh5W293d3a0G39a2q5XLORaJiYlMnTad06dOyttatY4gfsliYmJiLkufxL2hpCmMx48//siRf/4h7P7HKK2EsrTfMRbnofH2x6NlZ9x7RHNk1Uz27dtHVFTURZ2rKYzHpUSMxwXEWCi5mPFw9bgmY/jcdttt/P7774ptEyZM4JprruG5556jXbt2hIWFsW3bNnr06AFAeXk5O3fu5I033rgcXRY0AImJiYwePRpdZG/C7n8a9+AIKrJOkrNvHaNHj2bDhg2XzfgRNC3OnTsHQEV+OlmbF2EsyJA/0+hD8bv5fsV+AoHgyqDJGD4+Pj506dJFsa1Zs2YEBgbK26dOncprr71Ghw4d6NChA6+99hpeXl6MHz/+cnRZUM8YjUamTpuOLrI3QTGzUVUvTXi0uIagmNlkJ85n6vRniI6OvizLXoKmhdkznLPlLXTte6MfPlM2pAv2rSNny2LFfgKB4MqgyaWzO+LZZ59l6tSpTJ48mV69enHmzBm+++47fHx8LnfXBPXA7t27OX3qJL79xspGjxmVSo1vvzGcPnmC3bt3X6YeCpoSAwYMQOOuRRfZm+CY2Xi0uAa1VodHi2sIjpmNLrIXGnctAwYMuNxdFQgE9UiT8fjYIjk5WfG3SqUiLi6OuLi4y9IfQcNiXnJwD46w+bl7UIRiP2cYjUZ2797NuXPnaN68OTfffLPwFF0huPLd7tmzB2NFOfr+tg1pff+xpKemsGfPnouO8REIBI2HK8rjI7iyMS85VGSdtPl5RfZJxX6OSExMpG27SAYNGsT48eMZNGgQbdtFkpiYWH8dFlwWXP1u69uQFggETQNh+AiaDDfffDOtWkdQuG8dklSl+EySqijct55WEW24+eabHbZjDpDO0YYSdv+btJq2nrD73yRHG8ro0aOF8dOEqc13azaQyzOOU3rqIOf/3EnpqYNIVSbV5toY0gKBoOnQpJe6BFcXGo2G+CWLGT16NNmJ8/HtNwb3oAgqsk9SuG89JUf389zcuaxbt87u8oYIkL5yceW7nTJtOnq9nszMTEJCQmjm40Pm+peRKkrldjT6UPwHTaDkjx0uGdICgaBpIQwfQZMiJiaGDRs2mHR8Vs2UtwcGB6MLDmHOnDnyNlvaPuYA6bD7n7YfIL1qJrt37xZxHU0MZ9+tNvwa0nb/xODBgy0+UKMNaUvAkCcuZHTtXUf2xtcB+CwhQRjAAsEVhjB8BE2OmJgYoqOj5eDVI0eOEBcXZ9L2uf1Zh9o+Iq7jysXRd1tyeA/5uz5DF9kLff97LIyctRhSf8JYnItHi2tMGV2xs8lKmEfZyV8ZNmzYpb4MgUDQwIgYH0GTRKPREBUVxdixY/lwxUfy8oZlSnJQzGx0kb2ZOv0Zudp2fQZICxoX9r5bqcpIbtIKU9p67EvKtPXYl9C1701e0go5tsec0VVVWcHSpUsv+XUIBIKGRRg+giZNbbV96itAWtD4sPfdlqUdwliQYT9tvd8YKgsyKEs7JG83e/5SU1MvTecFAsElQxg+giZNbZeuzAHShtQUshPnU3bmL6rKSig78xfZifMxpKYQv/gtEdfRBLH33Zae+gNwfo8Yi/PkbWbPX2RkZAP3WiAQXGpEjI+gSWO5vOHR4hqrz20tXdkLkG4V0Yb4K6DW19UszGjvuwXn94jG2x8wef4K9q5D465l8uTJDd9pgUBwSRGGj6BJYy47ULB3LcGxLymWMiwnsJplB2oGSNfWQLA0Lry8vDAajY2iwnJjrFx/qan53YaEhDBu/H2O7xHvQNyD21F25i8K9q7DkJrCzJkz0Wq1l/FKBAJBQyAMH0GTxlx2wJD6E1mJ89FbaPsU7FuPIfUnQLJZdsAcIF1bLI0LnU7HmjVr6Na9O68vWHBZjQtRuf4CNb/bpe+9y5gxY8hKmIe+/9gL98je9RhSUwBI+8+9AKjcdQD069fvkvdbIBA0PCLGR9CkMcfuBA57hvKsk6Svmsnp+LGkr5pJRdZJAodNV+x3sdRUBm755EoAct1DLqvqc03xPmfZbVcbo0ePZubMmRiOH1DcI+UZqbiHmuJ4fHpFEzruNVpOWY1X+z5X9XgJBFcywvARNGnMsTvufmG0eGw5oeNeI2j4TELHvUb4Y8tx9wtT7Hcx2DIuVFpPAAJHzLysxoWoXO+chQsXsu6LNQSHhMrbjMU5SKXFBI98gYDbHsWzdTfUGncxXgLBFYwwfASNFqPRSHJyMmvWrCE5OdmmQWGZwoxKhWfrbjS7biCerbuBSlWv6emOjAsus3EhhBldY8yYMZw7e4bZs2cDEDw6jvDHluPVSRkDJsZLILhyEYaPoFHiaoXtS5me3piNCyHM6BhLI9qyHInG0xuV2vreuNrHSyC4khHBzYJGR22DdC9VenpdUucvFWbPV86+dYoCnSCEGW1lurVsHUFgUDCFYrwEgqsO4fERNCrqGqQbExPD8WOpJCUlsXr1apKSkjieerRes5gcqT5zmSdLIcxom5rB6K2mrSfs/jfJ1YaSk5NNydH9YrwEgqsM4fERNCoupnp6XdPTXcVsXIwePZrsxPn49huDNjQC0JLz1SLTZLlhw2WbLK90YcbaUtOINt9PZiM6O3E+7tlHUOemki7GSyC4ahAeH0GjojHH0cAF4yKwPIP0VTNJW/ogAAEVWY1CJ+dSeL6aCq5kuhXk55GXmwNAYFAwc+fOvWrHSyC4WhAeH0GjojHH0ZipqQwMcPC3X/H09LxsfbKkoT1fTQVXjeiAO6egDWxF4b51xMXF0aVLl4tS9RYIBI0b4fERNCpqWz3dlZT3hsBsXIwePVr+W9C4cDXTzd0vVBFD9tikSbRxIaNQIBA0TYThI2hU1CZI19WUd0HToL6NWGdGdMG+9bjpQ/Fo2RkwLX9pw68hJyuL3BrB0Dna0MuqzC0QCOoPYfgIGh0142jM5QUCKzLlOBp72TpigmqaNIQR68iIzkqYj+FoCv6DJso6PlKVkaJfvxVlPwSCKxwR4yNolDiqnu5Kts7U6c8QHR1tcwnKsrK6iN+4/DRkcVV7mW4a70CCR85SKDaXpR3CWJiFfsRztc4orG/EPSoQNBzC4yNotJjjaMaNG0dUVJT84L+YulRieaxxcSmKq1pmuq1atYrgkFC0oe3QdVRWX68sMmV3Xe6MQnGPCgQNizB8BI0aW3EfdU15F8tjjY9LVVzVbETfd999LHt/KaXHfrJa/io6sAWofdmP+oxNEveoQNDwCMNH0Gix9+Z75MgRoHYT1KXwLAhqz+XQbbIXQ1ZZkIXay48CFzMKoX69M+IeFQguDcLwETRKHL35zpkzh8DgEJdT3uHSeRYagsuVsn8pqG1x1foaC8vlr6eeegqA8EeWEjh0MoajKWRZBUPPo6RGGYv69s405XtUIGhKiOBmQaPDleBlCo7L2Tq+/cbgHhRBRfZJCvett1k6orErQtvDVoHNVq0jiF+yuFGpC1sG43p5eWE0GnF3d3d6jNFoJCAwiLwdHxIyfgFqzYVjahqx9T0WlkKP7777LucPJaPR+aC/aRzFv29XlLFApWFuXJx8HlcD7O+66y6X+9NU71GBoKkhPD6CRocrb745WVnExcXZTXmPjo5WeAZCQkKA2sdvXE6aSryH5XLPxIkTAejWvbvD/pmPGTx4MLk52ZSd/Zu0t8dRsHedTd2mTZs2NdhYZGdno3HXkrd9GdmbF1Hww2okCfQ33kfgsGfwCL+Glq1a8uKLL8rHuOqd2bVrFwAbNmxw6qGqrfdLIBDUDeHxETQ6XH3z7dChA8ePpVql/W7atIm27SIVnoGWrSMIDAqmcN86xRs62F8eu5xcbMr+paJmKrpPmOm7yXUPsZuKbi99vWDvWvJ3rSR/10rgQrHQ6Oho2raLvKixsJcenpiYyNixY9FF9sa331iLvqyj4MfVaMMiqchI5W0LD6LRaOT7778HnN+jo2JjWb1qFRMnTsRgMDj0UJkFF3OayD0qEDRVhMdH0OiozZtvzZR3e56BXG0oOTnZlBzd71QRujHQFOI9bAXjqrSmemWBI2baDMZ1FMAbHPsSXu37EBgcwvbt2+VioRc7FvYCkNevX++gL7PRRfbCmHOKtWvXyoaKua358+cDLpTDCGkHQMAd/3bqoaqNarlAIKg7wvARNDpqW6/LjLOsGK/I3gQFhxBQlm5XEbq+uNgg3IaK96jPQGlHBgl2DBLXljEz0Wg08gR/MWPhaLlw7NixDvui7z8WY0U5wcHBVm2Fjl+IxjeEgr2Oy2GEjJkLQOGeL9A27+A0O8sV1XKBQHBxCMNH0Oio65uvK5NqdlYmn3z8EUlJSaxevZqkpCTZs1Bf1EeKc0PEe9S3MF5dDJK6HFPXsXBmCGtDI13uS822PFtdR8Ctj2BITSEroUYGWKJFOQyNKZqgsjCTsrRDLnmoLDPOGuoeFQiuZkSMj6BRYq/UgDnuw9Yk4OqkmpmZybhx4xqg187LL6xbt46goCCnpQjqO96jIcpCWBokHi2usfrclkFSl2PqOhZmQzjs/qdtGsLNug6hPCPVpb7Yasur0wCCR84i57uligwwN32oRTkMSd5uLM4DXPPWWWacCQSC+kV4fASNltq++V7urBhXBOjuHX+fSx6X+oz3aChhPEdLktgxSOqyjFnXsXBmCDe7LgpUapf6Yq8tr04DCBo+AzBlgYWOe43wx5YraoDJ1+HtD4jsLIHgciMMH0Gjxl69LlvUNTaovnBlqc1YUY7/4EkupWPXV7zHxQQHO4oJsmWQSGUGAHK+WmTTIKmrEVOXsXBmCFfmngapyqW+OGrLs3VXNN4BlKf/g0erLnK1dwCq70M33xA8WnYW2VkCQSNALHUJrhjMk+ro0aNdFjY0Ux/VsF1datPofBQeF0fp2I6q1NelX1KVkbK0Q1QW5WA8n0eVoQip2pg5c+aM4jhXBANrLkkW6HRw8xoCKrJYbscgqcsyZl3GwtUlssVvLmL6MzMc9sVRW6hUaLwDbApqFh3YCH1n4jvgHsrP/eP0PhQIBA2PMHwEVxR1mVTrSxHY1fgV85IHWHhcVs1k9+7dREVF2TTCLibew9yvop+3UPTbVowFGaBSy94IU0fUTJ78JDqdjpiYmFrFBNU0SAAO/vYrnp6edvtUV4OuNrEvrhrCMTExjBo1ymFfnLVVkZHKzJkz+WLtOsV95+2rByB36zsmHR8nxp1AIGh4VJIkSc53u3ooLCxEr9dTUFCAr68vABUVFXzzzTfcddddTmX4r3Sayli46sGxnOB9+43FLbAl5w8lc/73bZRnpLJu3TrGjBlj9zyW46FWq2nbLpIcbahND0NWwnwqsk8S/thyxXJIVVkJp+PHsnr1ajw8PJwaYbX1ThmNRkLDmpOTnYU2tD3lGUfRRfZG3/8ehWCfIXU/AOvXr2f6MzPsXkd24nwCKzI5nnrU6ryN8f6wadhGtCF+8Vu1NkASExOZMnUaaadPydtato7g7ervp+Z307t3b7Zv305JSUmdPYlXEo3x/rhciLFQUh/jYWv+tkWT8fi8//77vP/++5w4cQKAzp078/LLL3PnnXcCIEkSc+fOZfny5eTl5dG3b1/ee+89OnfufBl7LbhcuOIZqBn0a/hnH1mbF5k8ItWMu+9+VCoVo0ePdumc9rwCJsPiJ4JHzlLGgHDBE3TkyBHi4uIcelmAunmnVCo82/WiIvsUusjeBMe+pFBADo6dTVbCfEpP/c7ERx6lsCDfbjZUTQ9VY6c+lgsVqFR2P6p531VUVAAwevRoMbkJBI2EJmP4tGzZktdff5327dsD8OmnnxIdHc0vv/xC586dWbhwIYsXL+aTTz6hY8eOzJ8/nyFDhnD48GF8fHwuc+8FjRHLFGXDP/vI2rgAXfve6IfPVJRRGDt2rMvBxPaW2jTuWrRhkeg69lPsb441CQkNY/mHKxyWZXhs0iRys7NrnZK+e/ducrIy8e8eQ+mxn9CPeNaOYN8YDKn7KSwwBShfScUy6yM93N7yX+5FSALYoz5izgQCgW2aTFbX8OHDueuuu+jYsSMdO3bk1Vdfxdvbm3379iFJEvHx8bz44ovExMTQpUsXPv30U0pKSli9evXl7rqgkWKeuN0CW5KbtAJd+94E2yijUNt0b1tp+Gs+X0VFRqpV9lBWwjxKju4nMyOdM6dP2c288ukTS052Tp1S0s3XqXL3AJwbNGZEscwLNJQkgC3qW2hSIBAoaTKGjyVGo5EvvviC8+fP079/f44fP056ejpDhw6V9/Hw8GDgwIHs2bPnMvZU0JgxT9znDyVjLMhAX491sWqm4Y8ZM8ZmOnZ5xjECh81Af+N9gH2jpKqsBKQql1PSLdPQMzJMS3dSRRng3KAB8PH1vWyyAI6oz5IbteFS1U5zVGLjYqvQCwQCE01mqQvg999/p3///pSWluLt7c2XX37JddddJxs3oaGhiv1DQ0M5edL2Q95MWVkZZWVl8t+FhYWAaW3evD5f879XM1fSWPTr148OHTuSeWQXOp0On7AIVBrrWH9taAQFOh3nzp2Tr7u8vJwPP/yQU6dOccstt1BSUoKXl5fD8w0fPpzbb7+da6/rTKGqGfqbH8Cz5bWg1lB2+hDlB3Ro8k6hDe9odWxp7nGX+piUlMSWLVtYtyGB7MwLsUrevnpUZ3+nWVBzyg98iW+rZ02ZXWakKooObMLLNwCpoowZzzzDG2+8wfmvF+LTexTuga2oyDlNccqXcPYP4j/7jKqqKqqqLhhGRqNR/i3u3r2bAQMGuLw8YzQa2bt3L+np6YSFhdG/f3+rYzdv3szzs2aRdvq0vK1lq1a8vmABw4cPd9pmnz592L9/v8Nz2OvHuXPnan2PQO1+L0ajkX9PnYb/tQMIir7w/ehad8K31YvkfLWI52e9wF133dVkl72upOfHxSLGQkl9jIerxzaprK7y8nJOnTpFfn4+CQkJfPjhh+zcuZP8/HxuvPFGzp49q3C/P/roo5w+fZqtW7fabTMuLo65c+dabV+9erXTiUwgEAgEAkHjoKSkhPHjxzvN6mpShk9NBg8eTGRkJM899xyRkZEcOHCAHj16yJ9HR0fj5+fHp59+arcNWx6fVq1akZ2drUhn37ZtG0OGDLnqMzOuxLHYuHEjDz/yKNqWXRRv2gBIVeR8tYiAiix+/imFMWPGsGvXLnRtb8C3zyi8Q1szv787k+e+Td7f+5gyZQqvvPKK3XNt2LCBiRMn0vLJlai0Fjo3VUYK/vclhfvWoW3eAf2A+5AqSynPSKX05K+UnzsCKjW6Ntfb7GP2poWUpv2FSuuBR0gkQdEzFftIxkrSVz6DsSizWrBQhWUdKVQa0GigspxVq1bJHpRNmzYxfcZMhfeoppdl8+bNPPDAA+ja9iSofwxvDGvHc1uOkb03EcPxA3z22Wc2PTLmsX/wwQfRhrTF67pBNLv2Zipzz1C433QsgF9AIIUFBXi07iZfu+HI/8jb9RnGwky5rYDAIP7zdjyA3B+f3qOoKMgkd+s76Nr2xLfPKNyDWlORfcp0jhO/sOqzzxTHuDfvRPHBbRiLshRtA5TqIwgcMdPuPXLwt18V3hhXfy9Go5HI9h3Iy82xvjfMpykzkLb0QVasWOFSlmFj5Ep8ftQVMRZK6mM8CgsLCQoKunLS2W0hSRJlZWW0bduWsLAwtm3bJhs+5eXl7Ny5kzfeeMNhGx4eHnh4eFhtd3d3txp8W9uuVq6ksRgzZgwqlYqxY8dSWv6qTaG7m0aMQO8fgCRJ6NregPewZ5FUaso1EmDE+46p5BXOZ9Fbi5k7dy5ardbmuZo3b47BYKAo3SRyKFUZKdi7lqID31BVkg+A4dhBCk4cgqoL8StqLz2ebXqQ+2cyhrL56PuPrZEqn4LvjeMp/HE1Pnc8Q1nVhcm35PAecpNWKNL0VRo3JGOlom++vno+/PRTOTMpMTGRsWPHmjR/Yp+Ss5jOWGQxRUdHM3XadAjvQrO7n0VyUwFGpJAONLv7WQwOVKk3bNjAuPvux1hRjuHknxSc/BPNng0EDJqI97DnMCTMp+zMn5xLzwBjBT49R1FWpaHk8J4LGXhDLLKr9q4ldvRoAgOD5P5USRLpXy5E26LLhe8MILRT9Tnm8djjk1CpVFT6NKfCrzU52z8ytT3034q2Dcd+grTTGMrKbd4jyzdssCva6Oz38uOPP3L2TBqAfG/UpCzjJAaDgebNmzf5396V9Py4WMRYKLmY8XD1uCZj+LzwwgvceeedtGrViqKiIr744guSk5PZunUrKpWKqVOn8tprr9GhQwc6dOjAa6+9hpeXF+PHj7/cXRc0AcwTuS3F554jRrBp0ybcAltRmXMafX/rAFdUavT9x5KemsLSpUuZOnWqzfNYlj7w6nIrud+9T1VJgUlAse8YqspLKD93BMPxnyg/e5jAYTNw9wujYN86Sv7ciU+fURT/8i2G1BSLc2vwu+VB3PQhgDJAWmEkVKfpl2ccJy95BeVnD4O7J1SUAlBYWMATTz6FRqORDRpH6fVTpz+DXq+vUbX8ghfJkSr1pk2biI+Px7NdL4IH3HtBPmDfOrI2LiB45Cw8WlyDIXU/Gr9wjPlnMZYWU1VZrsjAU2oRvURWwjxyjh0gdOhMVCo1pacPYizIwLP3KEr+2o3G2x+Plp1RqTWoVGo8WlxLzrGfq1WsMynPPI4uspfNtrMT5+NVcALPsnTSalFqwxXMmXca3xAK9q1TnB9MQeUFe9cRGBwianwJBBdJkzF8MjIyeOCBBzh37hx6vZ5u3bqxdetWhgwZAsCzzz6LwWBg8uTJsoDhd999JzR8BC5jS+iub9+++Oj90EX2QeMbRHHOaafp4KmpqXbPYRY5jI2NpeToflTunugi+9Cs661kf/2W0ivj7knejg9o+eRKgmNmk5U4H8PhPQTHziHzi1nMnj0bgPnz5+Pd407O/74dgOLfv8enh0nYs6aRYOX9qShF0ywAv0EPmwysvWsZPXo0cXFxNQyaC1gaNMnJyaZrd0Hzx5aCcnlGKuf/3o2XsRyPlp3l68zd8SFV5QbQuGPMPwtA1oY4NM38MZ7PQz98ph0torEYUlOoKi8BoOTI/0ClJm/7sgvfgT6UgEETAcjf9Rm6yF7o+9+DsbSYrA1x6PvfY/ea01fNZPv27XLAc31p7JhjE32uv5P8XSvJSpyP3sKrlL9nHaXHUugzcCDJyclOC/YKBAL7NBnDZ8WKFQ4/V6lUxMXFERcXd2k6JLgiMaehmz0Tjz/+OMaKcnz7jqY8/R/AeS2uyMhIQClCFxJi8sZkZmYSEhJCYFAwRdoAys8exqPFtWRvfMOGeKKpjETB3rX43TgeffXEK1V7aCw59+FkjOdzAcjbvoyCvWvxaHGdKU2/2kiw5f0xnydny1sEj5wlezb+8+57gHODZvv27S6NiT1V6oK9ayn6aRNFP21C7RuCT9chaEPbYzi636qemMY7AE2zAIzn86jIT7d5PnO/ys8dgcpyin76SjZsanqV1F6+1SrWJqPw/J87XbrmzMxMxo0bZ3OfuiJ7As/+RdDI58hL+ph0C68S1WrfO3fuZOfOnQQGh7B82fui5pdAUAeajOEjuLJozMq0tjwT2VvexC/qIdC4U7B3raLkAwDVSxEady2TJ0+22UbNiVx/41DKzx6m6Ndv7SzdzCYrYR5FB74xTdzVE+/5QztApWb+/PlyW9qwSPT9X1AYFIZ/fgQuVGW3v0Rk8rLkJa1A16Gv7NkA5wbNvn37wc2Dgr3rCI6djSlounpIqjV/WraO4IMVH9lcNjMtT5lieSRDIQU/fi4fr2vXyxTLZGGwGI6moA2NJD/5Y5pde7Pd8h+GYz9R/Mc2hWEjnzPGVJ7DcOxnfPuOlj8zF491ds0NIdxoWe4EIOju6RiO/UzhvnWmsWh7g3IsquOZEhwssTXm35hAcDlpkgKGgqZNY1amtScgpw1uQ85Xi9C17YkhNYWshHmUnfkLqcxU3iF700IMqSlMnzqFLVu22GxD164XoMLrGlOMhrZ5BwCMhZno+40FSaL01EHO/7mT0lMHQZLQ9x9LVUk+ZWmH5Im35O/d6NrdQOj4hWh8Q9BF9iE49iUbitN9QKWhPOM4ZWmHHIo06vuNobIgg7K0Q7KB5eOrp2DvWpsihgV716PW+QJV+PaNMY1J4nzKz5q8YuVn/yErYR6G1BQenfgwaQ7E/zxaXENVaTGerbsROn4h6mb+ssGiuKaY2eja98Z4Ph9jcQ6lp/9QtFVlrCB3x4f4+PhSfu4wxoJMm/FY5vIcSEZK0w4hVQeRe7TsjEYfSoEN4cYqYwV5O1YQEBSE0WhsEOFEc7mTwPIMMlY/R+G+9fJSqNVYxL6Erl0vpk6zrRbdmH9jAsHlRhg+gktKTcOi5ZQv8B88iYwyN2JjY1m/fv1l65ujsgTBsaayBBVZJ/DpPQrDiV9JXzWTtKUPAlCe9gczZ85kwYIFjtto35uytEMAqLVeqHTVkgn56ZxZ/hgZa14ge/MiMta8wJnlj1GRnw5AZVEO+XvWgVojFxlFqjQZTU4m97zkj6gsygGcL+MYi/NkA2vokMHVRp51mQ1D6n6qDIWgUiOVlRA8chblWSfJWGuKO8pYOxvDsQPExcXRoUMHu+eWqowmj1e1oYNUSdX5PLtxNvp+YzAWm64lb8cKuV8Fe9eR9vY4kwetqPDCdTm53oJdn3Jm+WOUHN6DSq0hYNBEDEeV12xuu+zs3+RmZzN48OAGMyLM5U6WLFkCSEgVpQ6+37GcPnWCd955R6FkLdSfBQLHiKUuwSWjvquh1zeWRUvtGRLpq2bi2bobusg+5G5bCiXZAKSfPUOzZs1ITk523Eb1MpK6mT+F/9uAT8+7KfxxDTlb3rKOvdm3jpwtiwEoOrDFlIUFslFgLM4DnE/u5Wf/pqg628rZMo66mZ9ckuKJJ54gISGB8oyjingTjXfghWyzvWsp+ukrPFt2psVjy1Gl/wVAUPTznP5iDh06dJCXhmyduyztEMbCLPQjnqvVNQFUZB5X9EsX2VuO5Sn+/Xvyti9zer3+tz1O6YlfyNq4gKDo59B4+eJ9w3DO//ZfDKn7bbbtSmHYi0Gj0ShU6J2NxbRp0+RtLVtHYCgpcZqNZ0teQCC4WhAeH8Elw7Lekaka+mtomvmjv/E+gkfHETp+IdrW3Rk7duxleSs1pxQ7m2iyEuaS+cUspMIMpkyZAiDr9rjaRrNrb8GQmkLZ2X9A7WbyeNT0EMXMRhfZC9QampVmM3DgQEXbljEptjBP7s263U5lUS6o1A6XrjTegRSlbMSQmkL84reIioqiVesI3EPaoW7mh3toJCH3vkqLJz7Cu3OUoohrXpIp+cCjVWdT3zy9AQgMDOTAgQN4++pt1v6q6Yly9ZpU7p6E3LsAbfNOJmHH9srlPp8ed6LRhzi8XlQa3INayd687C1vkbHmBYp//gqpsgzcPFF5NLO5lFiXwqS26oxZbvv+++/5/vvvFfXVXBkL/8GTZK9OrjaUnOwstOHXNmhNMYGgKSM8PoJLhmU19MzEeajcPSk/+zflZ/8GTGnG/oMmmHSZLsNbqSPPBFyYaEaOHMnAgQOZPHkyKpWKb775ptZteHXoi1rnQ8HuVQAOlzMMqSloNBp27typaNsyJsWe7otGH0rg7ZMBKNi7loIf1pCVMM+mACJAUKCPQpPGnHoPEDJqttU1WXrCytIO4dm2KwBFKV/i7evLXcOGY6woN+1cuN/q3EUHtti+pupgaVvXhEqDtlUXdBFdYOC/yPziRavYJdOy1SNkbVxgfb3VgoMgUVVSIF+DIXU//oMn4d31NpNo4Y4PKT/7t93vpqZGkSM2b95sFeweGBwCkkRO9gWFaMsAeLWbOxIqh2Oh0Yfi0+NOVGqNbJBlJcyj6Ndv8e0bYxX8bSkvIBBcrQjDR3DJMBsFeUkfVYv29bHK2sne+AZ+tzzA6V37XZpQ6hNLccEgG4aEeQlow4YNskFWsyieszYK9q3HTR9KZXEuhXsvxDM58xAVqn0IHT+D7C1vXpgIq2NSTJP7fPT9x9QwZn4ieOQsefLzu3E82qA25G5fplgiCgltzuNTpxIdHW2V+RMTE8PUqVOJj4932seKvHTKPTyASEqO/YzBYFB8x0U/b6FgzxqF+KLaJxi1p8+FTDmn15SCmz6UsmM/U3J4D5Kxwu74eXUaQOCw6eR8vURxTjd9KH63PED+rpWyh8l8DRqdj+zV8el5Nzln/3Z63d9//73TzKkHHngAwrtYpfIbUlPwu+VBfG4YZiFhkILfLf+i/OxflBzdjyF1v0vfL1wwlmVDtHU3RT8aMjNNIGgqCMNHcMm4+eabadmqNWf+TLafZpw4n6JfTUVlL/VbqWVKcXbifJtlCeItjJ7atlGw19SGtuW15Gx+E11kbzzb3uBSLIrfoIfxbHUdAbc+ojAKPNtcj98tD8iaPzIqDYHDnsGr0wBFe16dBuDRuhtp/7mXp556itjYWFkJePfu3axbt85qAo+OjiY+Pt5pH3O3/geDTgcj16B2c0cX2VXxHfv2jaHw129w9w7Ep+fduPkE4tGyM4Yj/1N4Zuxdk8Y7gKDo5/HqNICsBFP6fcAdT5v6YKdv7n5hIFXhf+sjaJr5o/H2R9viWrI3LsBNH4pHy86KazAbQgBuPoEO2zYfYykr0Kp1BPFLFsseM/MymK5tT5rd/azNVP7i37bi2zdGIS1Q/NtWmj+6DDYuoPT4AQzHfnLp+4ULBpl5GdGMpfEu1J8FVzMixkdwydBoNDz6yESkynLHWTvVhSddeSu1FTdxMVimFKevmsnpeNPbc2BFpsuBrPbaMBz7GZAoP/O3HDdiikWxnUItL2d4B+LZqgtgMlyCR86iPPuk3Hb+rpX4600K5d497kbl6Q2S0TTp26Ay9zQAsbGxREVFsWnTJtq0badIfW7Ttp0cZ2U2WPN2fEjxoSRKTx2UU8DN8TIqd5187QBVlRVWS0RlaYeoKswi4NZH8O48CM/W3VCpNReuKSNVcU1SRTnNut1O0PCZhI57jRZPfEyza26Sl6Yqq4PiNd4BDmJ51qFy16EN64AusjcqjTvZXy7AcDQF/0ETUak18jVYGkJQnd7uG+y4ba2O0PEL7WZO7d27FwCf3qPsBsybZQTkbdXSAuVn/sK33xiqjJWMH3evqZ0+sfgNetjh92s2yIoPfK3IxstOnC/Hb4nAZsHVjPD4CC4pjlKb4cLbqkqtUQR42sKWSGDNN+66YKt0RW3F32JiYrjzzjtpHt6C4ip3vHsOwz2oNTmbFyGVnb9gFKi4sLRTo0yB2csUOGyGYjnDq9MAdB36Yjh2gKyEucyePZuoqCgGDx5M8S/f4BnZi4qMVLuxIZZv/YmJicTGxqJyVxbXPJOeSWxsLAkJCQAYSkspyzpFmTkeyzcYn+vvpOzs3xhSUwga+Rwlf+xgf8pPjBkzBrD+jh1lbFl6onx6DqOyOA/DPz8ScNsjqLU6q/3N90nJP3tQuetkbSVl7FJ1LI/GnYzVz8nHqtx1+N3yAJ5trqfszF/2l43UmgslJOzERQWNfB7PVtcBtjOn0tPT8fLywj2oNeU27hNLGQFb23SRvQFo164dAM069kfbvANFB762G9tVuG89QcEheGpK6r2mmEBwJSAMH8ElxdXgX40+lHvvvZeff/6ZhQsXWu1n1iqpWQKhvtKMzaUrbGGpiBsWZvutOzExkUmTn6Qg3zShFSR/hMqjGVLZeUA5+Zs9HrlJK6xib0rA5pu9Sq1BozNlTt12220MGDAAjbsWbevrCY6tlgpwYEzFb9gAwGOPTwLAs3W3GsrApmWm++67j7KyMtM43/6sIj4lf9dK1F56gkfOwqvTANy8A0lLeFnuY83v2JkystkT5dn2BioLMjD886PT+6T4l+rAcrUbZWf+tirzoA1rT+j9iyg/85dJoyj3LEW/f0f+rpXk71pZfag72rBIdB37Kc4hSVWUnf0btZee8qyTyrarC8M263ST8nupEfQcHBzM+fPnqcg+BaGd7F6H5RKb5Tbz/0dFRfHpys/k2DFnxvJnGzZctPEuEFypiKUuwSXDnL4bEBhE7o4PqDIqA4PNywfqZv40n/geusjeLHprsZWooSOhwbqkGdeGmoq4d999N2DK2rHcZ/To0Zz3aY3fLQ+i8TXV6TIbPajUFP28RdGuV6cBtHhsOf6DTYbIkiVLOH3qBK1aR9hMA6/pudmzZw/GinLZkyQvH2WdVCy3eRedlo3C5ORkcnJy7CgDz8azXS9KyyvwbNfLhhijSRla5e6JrkNfQKmxo3HXWi0RmTK2HKWYmzK2shLmkrd9makNJ0uALad8YVLFbtuTqtIi9DfeR9DwmfgNmghVRgIGT0KtccezdTeaXTcQv5vG0fLxDxXj/MXqz6nISCU7sYZQY+J8DEdTCBz6JC0e/0A+5r777gPJiM8Nw2zeI+Zx2LRpE09MfhKAwv2JdtPqLZfYLAPgtS2ulb/jqKgo4pcsxpCaQnbifDTe/gQOm055+lG7S7Jm433cuHGiqKlAYIEwfAQuYzQa+eGHHwD44YcfamVYmA2GwYMHk5uTTfnZw6S9PY6CvessFIHnY0j9icAhT6DWuKPvPxaqjDz59NOKc1nqAV1KrRJbirih95gCWx944AESExMVRplXl1vJ37USbUibGqUrbiB/16ecP/yD8gQqFaXHfyYktDlPP/00Wq1WMdk5itewpR+k69CXwDuexrf/Pfj0Nnm/Fr+1SPaEJScng1RlN11b164XVBntx2P1H4PRIj7F7J0AeGryE4rSHlVlJZSf+weNp69NNejsxPmUHvuJuXEvs3r1aubOnYufry+Go/sVbVxQjv6JgMGPo/H0tlDF7sP5P7bjdc1NuHkHWI2H3He1Bu8utwIQGhpKTEwMcXFxqDMPK4yIiqyTsjfL8pivNl9IwbeFeRzefvtt8rQmo9dw/Be7Ctje3W9Hqii78Bs4moJ399vJ2bhA8R3XjB3L2fIWxuJcgkNDmTp1KklJSRxPPSqWsgQCJ4ilLoFLmONpsrMyWbNmDXfffTdBwSEuxdPYW5YyL5eYlxzc9KHyRAMWgoEZGYrUdldFAs371UexRqPRyJSp09A274TumpuRjOWo3LRowzsCRnRte/LE5Kfw8fHh9KmThI5/kuyv37JTFPQlshLmkfPN22i8/NGGtFXEjaxcv17un3mymzptOqctllqCQ0P5ZO1aeexrLiGWHN5DbtIKhSo2KjWpqanW42VnHFVuWoefW8aiyAVJW7UG4JVXXsFoNLI4/m3SLVLJUZmuq2aWkmX8SWJiolzJ3a/z3RT+8o1imUndLEBxn4BSFbss7ZDLBUePHDlCm7btSDt9Sv7Md8A4dBFd8WjZWRHzYz6m3Ls5FBaQu30ZYf9abFtfx12LR8T1BI6YCUgEDZvO2e8+UFxHUHAIXkHB5Fj8BkzjI5G/a6XNmJz6iD8TCK52hOEjcIql4RJ6z78BCL1nPpk/rHUaT1NzWcqWAVB25m+Cop/Ds3VXmxMNKFPbXY0Tat68eb0FQL/66qukpaVBddwHmOKQwoc+Cn164X1DNCdXzmREdDQAVeUlpqKgw2c6FCa0DLpFrWHmzJlW5TpiYmKoqqpi8lNPk5Vhqt2VlZHBMzNmyp4AS/0gry63kr3xDesSGHvXEhcXx3XXXcfo0aOJiopi/vz5VGSdRNu8g6l8RHEeGm9/PFp2Rqosd2mcS8/8TeH+RMozUnl1nama+M6dO/Hw8GDmM9PJz89HrVbTrl07unbtSk5ODiEhJk9IZmamPHkD/Pe//+X+B/6FSqfHvTqrSqVWKc6rsjPJWxpiXtfcJGd7Bce+ZDMAODA4mDlz5lgFdhelfIk2JEJxL1ouQYWMX0DOxgWUHPvZKui5UBZHBN9+Y02ChBjRdehLizamOm2lp/6g4MfVfLFmNVFRUbIRY2tMbBk0juLPBAKBc4ThI3BITcNF66YCjGjDO7pU+8d5/SvTsgIqlfVEU50mLVWUyZMCuC40mJ2dzdixYy86ADoxMZE5cXHo2vVS1Gsq2LeO7C2L4b7V5Gz9DwClBlO19vJzRwDXak4BqDVuTJs6xW4gt3wdQ2ZYXYe5EOgjEx9mzpw5GE4elEtg2DI07x1/H2skiZiYGAKDQ8jd9j7G0iKMBZnyOTX6ENSePqDW2M0Oy922DNQaig9ciG+a9swM3nvnP4wYEY3BUCJvDwwOYfmy9xk6dKjdMX7o4YkUFeTL2wp2fgpSlUkEcfizisDrrI0LrLw+ikBhlQqNd4C8TFhTk6nk6H7UvqYCsdaB3WvJ3vg6lbf8C5+ewxTeuOCRL6DWuOPTJ5aSo/txyzqs8OK0imjDY3YEH1VqDZ6tu6ENbU/Bj6vJzMysNyOmpldzwIAB7NmzR3iFBAIbiBgfgUMuNp7G1WWpvB0fWQeWpqaYKoyjDAo1iwTai30pObqfhx96kMcnPYG2eScCR86qcwC02fDzqq6IblVLq21P03UEtparzWu8AzAc/wlwHgfi0ycW/8GT8GjTg8WLF1vVKHMWyO3Zrhdz4l5h/PjxzJkzB19fvdOK3saKcsaOHcumTZuY8OC/KM9IRRukjEPSBkVQkZGK2tNHVg62HOf0ldMpz0hF1/YGxXEGn1bVZ5MufF/eARSpfYi1UxnclFI/msqgDlaxUADNut5qXeW+uj5YTT0hjW8IqDRkJ86nIiOVmTNn2tRkmjNnDsVFxXYCu031x/J3fy4fU3rqD/k8JYf3kL3lTQCKCk2V4AODgpk7dy7HU48SXe31c/bd15d6cs2A+0GDBuHl7aP4u6GqyQsETRHh8RE4pLbxNDVxdVnKWJyjeHM2x/t4trme/F0ryczMVBxnL/YlMDgYXXAIc+fOrd6SzdkPJhEwaKLsHahNnSVnHivfPqMA8LlhGKrq6wsYPImsja+hcvd0UGfJtGziP/BfJr2YnnfZ9J654jEzpKYQPDoOjac3udveh8ICp9+XNjSSRx+fRJXRaFtFu1pVuDzDFBNUln5EWaHdXYtX+z5Wy5e+rZ4FJDTeAbR87C0qc9Io2LcOw9EUtKHtmDpNeX3m2CldZC/FkpRlH/KTPsarQ3/ZI2hZH8xw7AAanbei3ljG6ucU8TELFixg9+7dnDlzhqysLIKDg9m6davDwG7zuPr2vwddm+4mtecvXyP3v+9SVXreVK19xHOyl6hw3zri4uLo0qUL0dHRskfSt9WLirbrWz3ZUfycIfUnAoc9g7tfWINWkxcImhrC4yNwiKXhYgtnb6/mZSl7KdkF+0xVsoNGPE/ouNdkld7wx5bj1WmAw/ZjYmI4fiyVpKQkORMoNzsbg76G9yI4gqyNCyg5vEc+1tVijU4Nv0CTh6OqpEDeZkolfwGVxq3aW1IzK8nkzTIrB4N975mrhqdUdh6PFteYVH1xoWJ71yHkZmeRn5frOGur2FT2QNPMFCw8depUlixZgrGi3KYXkOq/jcW5VGQeu+AZa98b4/l8Tp9SXt/u3btJO33KYR8slY1rXndWwlzSV80kqCKLuXPnsnr1aqvsJo1GQ25uLrNeeJFp06Zx//33s2rVKlCpqchPdziu2qDWeLbuhlrjjm/f0VSVlciGoj0vIiB7JHO+WlT9/RgU2XiL31zE7t27L0px3JE3MDj2JXTte1Ow+zO0zTs0uMyDQNCUEIaPwCHODBdnb6/OlqUMR/eDWk1RSiIerbrQ7LqBcmFFw8nfyN22jODQUAYMsK5JZG4/KiqKsWPH8uGKj2xPAtUTr+XSiKvLDU4NvxyT6J5a56vY7tVpAM0fWW4ap7OHFEst5VknrOJTwLYx5qrhac5i8mzVxXEJh+oA3WbXRV04rwtxSH6q8yQkJLBkyRJCQ0MdHmfGrEYslyKpNqIsr89Vw85S2RguXPfs2bNNhs6xo7z88ss2NWtsyRCYl9JytrylMIhrtm8pLFhVVuLQS2RpuJo9kgEVJk9l2tIH5WW2GTNmMP2ZGYqlqObhLZg2bVqtjCBny9Dm0hdlaYcaVOZBIGhqCMNH4JCahkv52X8AKD/7j8u1f+zVrio7+SvasPYEDX/GpO1SbRgVH0rizPsTyPziRcozUsnKyKB9h44OYxRqMwnUZrnBqeG339SnnG3LFBNoyeE9pH/8FAClcpCvKTspaNgMm8UlbRljrnjMLAXwVGoNflETrDR0LAX5/AdNlFWSwblR5ecfQNqpUzZT5x1haTRYGlGW11dbw8583ebvLy4uzqE4n1OvSGQvci0MYnP7NccVoDzdtYB1szEXExPDwd9+A+CDDz5gyZIljIoewZtvvikbYYHDZqDxDiArM4P4+PhaxePU1mh01cspEFzpCMNH4BRLwyVj7WwAMtbOrnXhTstlKfNyScDgSTTrdJNCZThny1toQyMVb+c1iz/WxNVJoPTUH7Uq1qjRaLj3nrGU2BTSm4/h+C8AeAS1lpfTSg7vIWvjArRhymvQRfYCIG/HcrtqxCGhzRXGmCOPmVnsznLJDC6UuCg7+atNQT5dx34U7DMFApuUlO2rI6PWsPz/lqHVauXPbr75ZgKDbSswU/23m2+IwmgwGzDBIaGK6xswYADBIaFOi4yi0tS62KbRaOSdd95xbBD3H4uxIIOiA19TcjSF/B9Wm2KHju5XjKskVWE4fsB0LU6MtCNHjlh99uxzzzNt2jT+8593ZCVsY3Gu6V4Pa1+re91MbY3G+g6qFgiaKsLwEbiE2XD5+uuvAfj6669rrRJrKaFvXi5xC2xpqvZtrCBg6JOom/nLlctrk4nl6iRQ8OPqWhlsRqORL9auQxvW3qr8Q0X2SYKGTQcgKHomusje5Hz/ATlb35GDdW1lC5VnHCfTphpxCu+9+x+rydyex6z09O8EjXxO4T2y9IasXvUZYApk9h88ibAH30bj7S97fgJufYSAQY/YVFI292fmM9PloqMKJMm2AvMmUzq+3y0PKIwGsxH13rvvyNeXmJhI+w4dycrMsO2hqo6FkirKyFj93IWsrHLn358502natGmAC1mF339AVsJcCn5cTfnZw6jctFTkpimMrfKzfxMYHGLf+7Z3PSqtjjlz5pCYmGi6vo6m+lx5uaZlPlQqtOHXUHryINn/fRdteCeC6ph1WBtvYH0HVQsETRmR1SVwGY1Gw0033cQ333zDTTfddFG6IGZD5dyKyRiLcxWfOYyhsJOJ5Yq2T2BwCGurReNc7fuFrKo3qaooJXPtbPQ33odn6854tOyMp7tJoA6LTCPTNdgL1jVlC5Wd+cuqoKYt8UIzNRV7jxw5wpw5cyj5Ywdu3oE2i5DGxMTg7u5uynzbvoy87csAU8ZcUPRzqHXeGIvz0N80juJftloVSF25fr3N/uzevZuc7Cz8bnmQot+Ux+m8TIVTNc38MZaVKDRwZs6cKRtRNbORKvLTyf1uKYZUZSFQtZeegCFPoNb5kLdjBbqyXI4eOazwQNXEsm3/wXeSt32Z06xCj/BO+N/6iF1V8VYRbfisulL96NGjrau1V4+7uUr9Y5MmkZudjf+1JqO05ZMrKUo3tVuw+zP5/OWGwjpnHZq9gaNHj7bSKjJXnA8cNp3yc/8o7guh5yO42hGGj+CykJ2dDYA2tD36kSbxuML9Gyn48XOnb+ebNm2ymgwcTQKWFatvu+22WvXTcgnNcNRUYsG3z0jUWl31Hhf0aizjWJxmYZUWy9uCQ0N57513bHtWalyj5XV36dKFKdOmk2YpoNdaWebAbDAlJycz9p57Oe8RhHfvEeQlf6wsZ+Hmga9ez7vvvENOTg7BwcEEBQVhNBqtJkrzmPjcMAyf3tEU//INlfnpuPmF4eUfDJiWQg3VYo4hoWEKI8qWmrdHi2vQNPMjc+1smnW5DY1PEJ6tuyrUvNVDnyB91Uz27Nlj1xio2TaSRGHKlxTsW6cQdASLpTStjpDxC1Br3IELqfTZifPRFZywMpbj4uKYEzdXTp8HZbkVjZc/GWtmmfoQbUrvV2k9FSKS5RnHaD7xPTndv6Ygo6vxOPZkHTTuWkAiZ8tbpvvCRvkLe9RHiReBoDEjDB+BUywfhGFhYfXS3vRnZljpwHi27kzBj841f+Lj47n55pvlh7i5f2VlZcTFxfHBio+UxkAtHvqW7Z07d46MDJNxUJF10uX6T67sc8sttzBp0qSLn1gkqcafVVa7aDQabrvtNj5Y/n/ExsZStunvajVkZTmLwtQUpj0zg5ysC5pJtsp7mL11RT9voei3rQoDqiI0Ah4wVWufPXs2t912m9X12dMmMksCBAyZZGFYXsBsDHz//fd2J2WrtlUQMGgiWRsXkJU4H70Ng9jvlgdlo8eM2euSvspUFsTyHB06dACpiuDRcVSVFlFVUoDaS49a541UZbyQ/WVRssKyXbNaeUXmMTxbdyM4ZjZZifPJS1qBrkNfVGqNfJ9kZGSwZs0ah/eJrfpddVVurq8SLwJBY0YYPgKH1HwQ6nQ61qxZw+bNm+v8ILQ38Xm07IxGH2pf9G/fejT6ULRBrWWhv02bNlk9qFu2as3cuXPp0KFDrQ0LWw9+jbuW3O3LCL1/kal/NrwHpaf+IOe7D0Gtgaoqh8KFKncdu3btYsqUKXUuV6BcKvq3bMDkOhCqi46OJjA4hBLfCCvBwmZdb8OQmkKJbwRhtz/rsLzHzTffTGBQMDm7PrUyoMoPbAQgICiIuLg4m+NuLxDdmWFZdGALqNTMnz9f3lZzUrbVtklXaRa5SSsUy3KBwSGUYPJc2cKe10WOJ8s8bmX4afSheDTvaPP6arZbM93fXGDVo1UXcrctQ+3mLscoAbRsHcHbdgwQW6Uvantv2RJDLM84TmbyR8TGxjJ37lxefPFF4f0RNHlEcLPALrb0T0LvMU06DzzwQJ0l8O1NfCq1hoBBEx2mYgcMmoi+/1hOnzzBq6++alOfJdcjjLi4ODw8PGoVz2N5vaHjFxI8Og79jffhFtyO8vSjZKyaiU/32zEcvRDUe/4vkyZKVsIrVGSmQpURlUZjW7iwOhsp8O4peLXvU2cxOWdlLOwFxu7evZucrEyr+COpykhe0se1CypXqWwL+UWbDAsVysKiltgLRLc0fGt6rs4f/oH8XSvRtbvBYQaUvba9Og2gxWPL8R88CYAlS5awds1qm/uasZcFZTb88nd9ijYowqrUR8nfu11q11a6f+mpP0j/1FQOxCPieuW1uofYLftxsdi6p0qP/0L212/JRXnnzJlDG1H6QnAFIAwfgU3sTa7acNPbrK5tzzpP3I4ysLw6DcDrmpswHPvZZiq2V6cB8iTxn3ferfXk78r1enW5leyv3yJrQxwFP35O2dm/Ubl7Upl1ojrYVcJw7CfSV80kd+s7gKlavZy2Xl2/y5D6k81raNbpJqdickajkeTkZJvKvo40i5AkPNr05PTJE7zzzjuK4+wZnGVph0yV5F0Q5jOf35YBZTrA9HdOdpbNazMajRiNRgKDgq2ykVRqDf6DJlgZjaWnD5HzdXy1oeXYMHOU6YRKRdmJA7SKaMPTTz9NVFRU3cU57Rh+5jpiajd3CvauldP7Ldu1pRFkmXVYnn3C5rUGx76Erl0vHp/0RL2rL9e8p2RJhmClYZfrYqq9QNCYEYaPwCYOJ1fAp/coxWToaKKuibM0XGNhFkhV+A+eZFXCAi5MEjnZWXUunlqzz2a9F234tWRvfMPqge/ZuhtVxkomTJjA6tWr+e/WbwkOCZULaWrDO9aYjPuASk1Q7Ms2r8FR8KqtopOWonb2DJiSw3s4s/wxOXtr2rRpiuPsGZyywJ2LwnzONJPM1Lw283UNHjyYnOwsm9pIJX/sAMCr8IJ0QMbq56oLr9rOlLP8rp0qhVvo/9RmX0scGX7mGJ6qygqbJSuyEuZZaS+Zl0DVXn7oox4CY6XDtrOzMklOTnY49rXF8juVqozkJq1A1743wfXwUiEQNDZEjI/AJq7WqDp37lytAyKdZWCVnf0bH70fpcd/VhSuhAtv4gFBQeRmZ9e5eKqtPgMU/fqt/MBXFsycTVbCPL7a8jUffPABu3fvJiszgzZ3PWvVtrnGlCF1P8aCTHxtxJDYW0axV3TSMtbGVuFX8xu6rn1vRcyN5XGWxTMtg8pdDdo2n9dZ4Vkzltdm67qKft5SXUzzQnaUOW3cMlj3zz//ZP78+bVSTLaV6WQryL02+5pxVSzTQ6fDs/AUYCpZYTAYQKVBG9oOjbc/VeZ0/+og6+CRsyirLgrrrO333nuP33//ndTUVCIjI5k8eTIajabO2ViW36lkLDd5AIfPrLWshEDQFBAeH4FNXK1RdeTIEZtxNs7UZ+2J8gVWZDJz5kyKCvLtCuuVpKYw5emnHffPgUqtrdglc+yHsTATvQOV35ysTHlyAXAPam3z/OYJ6vzv21xeRnE1dmfAgAEKj5mrb+iATQ8HKk11JXnb6sk1++pwOan675atWsv727suff8xtJyyBo/wawgICmL79u2yKKal2KVZgqA233VNpfCahUstqbnv9u3b+XjFh5SVldn0Xroqlin5tyY3OwuAFStWkJSUxLq1a9AaspWlW84dwafXCFNWWPX4OWv7y42bmDZtGu+++y7Tpk1D59UM/8Agu15CZ1h+p5VFJrHFur5UCASNHWH4CGzicHIDilK+pFXrNnzw4Yo6xdkYjUYCAgJY8NqrLFmyhFWrVpGUlMTRfw7zxdp1plT3kc9Tnn2yhlrxHwQGBfH888/XKT7D3iTs0+NOVNWFRl3REZInv+xTNvc1T1DlGakuL6M4qzdmXtLZs2ePwoAp+uVb0xu6C8t+tgzOjNXPEeDng+HYTy711dESkXlp5/UFr8n7O7outcYd/1snkpudbZU2bqauhXItjSdnQe7mfT08PJjw8EQGDx5s14BwVTE5dPzrcrzXqFGjiIqKYsyYMWxMNAkhugW2BpWaqvN5FP20iYw1L3D+t/8CKgdlRNaDSoNn256y0e53y4NUGSupDOpQp9IX5us3f6fFB0zq7HV5qRAImgLC8BHYxN7kZi5Sajh+gEcmTiDt9Klax9lYxrDcf//9TJs2jVkvvEhubi579uyRJ8lmnW6ixWPLCR33mhwnEzI6jpysLKvJvzbxGeb2kSRKTx3k/J87KUs7hE/PuwHnD/zP16yRvS5FKV9a7Wc5Ga9bt86mV8tWurmrSyjnzp1TGDDmmJ7aLAXV9IZknDtHgh0PnK2+2vPYBVSYPBzDhw+v03XZoq6xOLXFXhX3mgaEZX8cFYJVa9zx7WMat71798rniYqKIjAomMqcU+ja9VKcyyO8EyBVB3jbqM2Wuh9tSBtCRr+MR4trULlpKfpta53KvFhiMBjYsWMH3bp1Q1OQBiq1yx5AgaCpIWJ8BHaxFf+g0+lg5Bo+++wzysrKgNpNaM5iWKZMmaJoU6XW4Nm6m3x8VVmJ3Oa4cePYsGGDU/ViS8x9qchPJ2vzIoUGi9o3BJVWR8HetTZjiwr2rUfjHUhWRoZseD3wwAOAqVp9lV8rm2UjYmJiXIq9cBY7U/NN2yxc98477zBt2jSXjwPbui+2hPAcxYnY2r9fv37897//vajrsneu2sbi1AZbatKAbEBkJ86XtaM0Gg0xMTFMmTKF+Lf/Y1fBGS7EwqWnpyvOVVFRgXtIO3x6R6Nt3gGVWqNQdjYcO4Dh5G8YUvdf6KTK9D0EDHlC7p+ckXcR8TgjR45k0+YtUGUpV6CWDU1bKuii9IWgKSMMH4FDak5uYWFhFBYWMnz4cH788UfA9QnNlcnl8zVratUm4JJ6sRnzcTlb3kIXqQwELti3DsPR/XJskb7/GGUtpqMpBA6bTs6Wt2TDy4xliYaak7EtI8MWrtQbq/mmrdFoePrpp1m8JJ7svWvx6T2SqvP5aLz9TenSKlWt3tBd7au9/SsqKurlumxRW8OsNpg9gf6D76Tkr93y+KnUGrsGRHR0NPHx8QCK+m3mbC0wx8JFyorniYmJTJr8JIUF+UA+mV+8iEYfKtfqsqznhtF0X7uHtMO721Bwcydv6zuKF43aZuTVZOTIkWzatMkkRNl/rCxamJe8gvKzhzGm/U76qgvGV30ZmgLB5UQYPgKnWE5uFRUVfPPNN0DtJzRXJpf0VTMJDg2j0IU266JePGDAANRu7nhEXG+lXhwcM5v0VTMpP3uY8oyjCpVf85u8OQPKbEANHz6cb775hq+//pr09PSLmoxdqTdm601bo9Fw7z1jWfTWYoX3QeMdgMY7gIqM1Mv6hl7X67LXVkNkEm3atAlUannZEFAYJLYMiJtvvpmWrVpzJj2T8vQj6G+8x+p+LdqfCCNn0r9/f+X9OmSGwuC2rNXlFtCquoEqtOGdCB3/OmqNO6WnDgLKl4LaZuRZYjAY2LR5S/Uy2WxZvyc3aYXsCS0rNaD386d/v77cfvvtTJ482WGBWIGgKSAMH0Gdqe2E5urkct+4e3n77bcdtgnUamnCzOuvv05VZYVdnRT/qIfJWDMLbWgkPsOesfKeZCfOt+mduOmmm3B3V9Z7qgt1WdJJTEzkzTffxCuyN779xirqb5mrol/uN/SGXqq6GBITE3n77bfRteuFvv89Ng2SmgYvmO7/t+OXEBsbK8fkKLyEe9fB2T8A2Lx5M8/MmGnzfrWs1SVJVeR9v1w+R/nZw3L1ds/IXqg8mpHz3VL8b52IZ6sudsu8SFVGSk//QX7SRwSHhjJgwACr6545cyZUGWXhSnuSCAV717J161a2bt3K4iXxom6XoMmjkqQa6wRXOYWFhej1egoKCvD1NWX5mL0cd911V71Mbk0ZW2NhU8cnog3xi9+SH5Dmt13PmpPL3nUYUlPw6TUCN7/m5G1fRlJSErm5uQ7bTE5OZtCgQaaAUBtvumVn/iJ91UySkpJkD4HRaCQkNIzcnGxaTVtvsxBmVVkJp+PHgkpVbUhYG16WnqSGujdcrZBtNBpp2y6SHG2oTQ9ZduJ8AisyOZ561CWPysVW5nY2Ho2t8rez8ctKnE951km0Qa0JqsyyOY6JiYk89vgkcnJyFErNai8/QgbEsuyp4YwbNw6DweD0fgWTIrR52enCb2Q/KndPpIpS+RiNdwB+URMwFmaZynlUH1eRn05+8scYi3PlfW3pat1+++189913tJq2HpWbljPLH0MbHGGzin1WwnzKM1LRhraj9NhPNr2prny34ll6ATEWSupjPGzN37YQHh/BReMs9sJRbI9ZGLDo5y0gGdG4a8nOzmbUqFHo9XpZoTYqKkqRkuxqptCZM2dITk6WK63n5mQDzpcG5sbF8Z9331Msd6HSEBgYdJGj5RquLunYK/gKtRebuxSVuRtqqaquOBs/c/FQQ0EG8QkJdqujDxs2jBYtW5Ff6YbXNTfh2bobnq274uluqs6uDWmL4eSfdu9Xt4BWoFKja3eD9RJs9W+k9NQfhI5fiDa0reyJydnylqkBjZbSE7/IS526yN7oR77gsNhshw4d+O6771wSLdT3N42Dz7DpqFQqK29qYmIiU6ZOI+30BXmHoJBQ7h8/jujo6Mtu4AoEloh0dkG94EgzxZk+jb7/WJCM+A+ehEfE9YwZM4bQ5uEMHjyY+fPnM3/+fCY8PNG0VFaNqyJy056ZIYu6mSpdq1B76Smwp8Gydx2BwSFce+215GRl4hF+Dfob7yN4dByh4xZg8GvbqGoVXWyquBlXU7mvNFwdv6lTpzo0/vbs2UN2ViZBd0/H/5Z/oWtzvSLI2eu6QYD9+/X8n8kgVTksVSFVGECqVNbuiuyDxjuAkDFzkYyV+PkH4NXetdT2RYsWgVpDwd61LosWVp3Pt5KpSExMJDY2ljPpmYpjcvIKiI+Pr7WYokDQ0DQZw2fBggX07t0bHx8fQkJCGDlyJIcPH1bsI0kScXFxhIeHo9PpiIqK4tChQ5epxwIzrk4uGp0PXl1uBaDEN8LhBOxMRC53+/8BcN6ntaIdXWQvqkoKTBXWE23ppKQw8OabePLpf+PVvg+h9y/E76ZxeEX2wrPVdY2uVpGrBqCjVPG6Vnu/EnB1/KKjox224+web3bNzaBS271fiw9uc3i8+TdizuKCC54YY3GuvASWn5frVFfL7EXV6XREDx+GITWFogNbTNfrQkV5S2PaaDTy2OMm1XPP1t2s6tsBqD29yXYPYfTo0WzevNlm+wLBpaTJGD47d+7kySefZN++fWzbto3KykqGDh3K+fPn5X0WLlzI4sWLeffdd0lJSSEsLIwhQ4ZQVFR0GXsucHVyUXvpyUv62CUxNkeidlkJ8yjPPG5Sf46pWT37JVP1bC9fyrNOKMT3DMd/BkxvsFkZ6RdVAPVSUVdVY0tcVYxuDNdb39TH+IHze7wy7wxIVXbu1/lUZKY6PN7S8LDEbISUpx+5sM2J8TRy1Cj5BWLjxo1ER0dTfu6IQ9FCy4rylsZ0cnIyOTk5cmaYdaX6PlSVGfC+YQS6yN48P+sFOyMoEFw6mozhs3XrVh566CE6d+5M9+7d+fjjjzl16hQ//2yarCRJIj4+nhdffJGYmBi6dOnCp59+SklJCatXr77Mvb+6cVXiHzDFGfR3bQK2px7sXXwKqowOl9aqSgrw6TWS4Ng5eF1jmtQ82/Qg7P43CbhTKaJYk8ZUq0ij0fDWm4soObqf9E+nUfjzFoyGYpdVjY1GI99//z3QNK63vqkvVWiXSrzYUfI2nPgF99BINPoQB0uwFwwPS8xGSOnxA6g1ppBNZ8ZTcVERsbGxCuOn5Hwxd9w+1HZ9PAs16pq6UMnJydVLdPZ+a2NAMlJ2+g98+41RxAAJBJeLWgU3Hz58mDVr1rB7925OnDhBSUkJwcHB9OjRg9tvv53Y2Fg8PDwaqq8KCgoKAAgICADg+PHjpKenM3ToUHkfDw8PBg4cyJ49e3j88cdttlNWViYrEIMpKhxMEeZmMbaa/72aqetYmFWOz3+9EJ/eo3APbEVFzmlTyYczf9B82HSkimJ0Oh0+YRGoNNbJhtrQCAp0Os6dOyeff/jw4dx1113s3buX9PR0wsLCOHv2LI8++qjTdsr2fEYZgEpNwHU3EhT9LKjUlKkqMeh0aPJOoQ3vaHV8ef5pdDodYWFhl/3e2Lx5My/Onm1S1C48S+mPn1K65zOQqmjZqjWvb9jA8OHDbfZv8+bNPD9rFmmnTddTm+u1x+Uej7owfPhwNmzYYBqLhJfl7c7Grya27nFVThrQDtL/In75coYPH86wYcPYu3cvZ8+e5ZkZMyksyCf0zskYz+eRvWUxxV8vxNfyN7I/Ec7+Ttiw6dXB0tX3tFRF0YFNeOkDkPJO4t2yI1Ul+ZQf2Ihvq5lgaYhIVRT9sgnv0AjcA1pSdvYvnps1i7vuuguNRoObmxtfffXVhXvCYhw03gG0GDUTd30gRV8vhLN/EP/ZZ1RVVaFWq136zXpq3fAJjaBcZ8qkbEr3R0PRFH8rDUl9jIerx7qUzv7LL7/w7LPPsnv3bgYMGECfPn1o0aIFOp2O3Nxc/vjjD3bv3k1hYSHPPvssU6dObVADSJIkoqOjycvLk9/+9+zZw4033siZM2cIDw+X933sscc4efKklYy+mbi4OObOnWu1ffXq1Xh5eTXMBQgEAoFAIKhXSkpKGD9+fP2ks48cOZKZM2eydu1a2cNii71797JkyRLeeustXnih4dZyn3rqKQ4ePMgPP/xg9ZlKpVL8LUmS1TZLZs2axfTp0+W/CwsLadWqFUOHDlXo+Gzbto0hQ4ZccXoLRqNR4S3p37+/Q7f+xY6F+Xxff/01S5cuRde2J759YnAPbEV51kmyNr6GZ8vrZO+LjFRFzleLCKjI4uBvvzrso9FopFv37uS6hxA4wvrNN3vTIkrP/IlUbmDy5MksXbqUlk+uRKX1lHczHPkf2VsWV/dP6aEyHD/AZ599JnsCLse94ewaHY2VrWNdvV5nXMm/FVex/E2FhoZSVFRkdzx++OEH7r77bkLvmX/B21ZlpOzM3xjP52M0FJGf/BE+vUdR8leyIrgZlQYkU8C5xtsf/6iH0XXoS17ypxT/+q1CU8jNNwS/Wx5A16EvUpmBtKUPArBixQpGjRpl9xng7PlgNBpp37ETBp9WNn+z2ZsWUpZ5jPCJS8nd8hbN1YXMn/fKVX1/mBG/FSX1MR7mFRtnuGT4HDlyxCWZ8v79+9O/f3/Ky8tdOnldePrpp/nqq6/YtWsXLVu2lLeba+GYywaYyczMJDQ01G57Hh4eNr1T7u7uVoNva1tT5mJ0W+o6Fu7u7gwaNIhBgwYxYMAApk6bzolPnpE/DwwOJuevPZSWv2pTPHD5hg14eno6OIPpHK8vWMDo0aMpKS0zicHVqLkVNPI5Sv7YwWerVmMwGChKV+r6qNv1w/v2qeRuX0bunxcM7FYRbVj+2WdW43Op7g2zSNz333/PkX/+Iez+xyirqmkEanDvEc2RVTPZt2+flW7Ojz/+aHWsfL1JK8i1+D7sXa8zrrTfSm0w3+NwQZTN3njccsstBAWHkPnDWguNKzcI74JaqiInYR6G0nIMu0xxiiqtDqncgDa8E/5REy00fdZxev2rBI+chTqiJ4Y9G/AfPAmNzkdRGqbMCGUZJ+W6ckeOHKFjp2vsPgMsr8Xetf4nfgmxo0djKJuv/K3tXYch9Sf8bnmAMwkL5N+v+bir9f6oiRgLJRczHq4e51Jwc21rszRELRdJknjqqadITExkx44dtG3bVvF527ZtCQsLY9u2bfK28vJydu7caVOu/WqnMei2xMTEcPxYKklJSaxevZqkpCQyzp0jYcMGAmoEgAaWZ9pUi3XUdlxcHIZjPyvaqcg6SfDIWTTrdBO+/caQmXGO4JBQm0Gpuo790IZGEhwayqpVq0hKSuJ46tHLJtefmJhI23aRDBo0iPnz5wOuCTjWxF7qtVenAbR4bDnBsXMAmD179mW93qsBy+DqrIR51kHFqT/hO+Ae3EMjUXv5ofL0RhfZh7D7F+HZ6jplBlX73uQlrUAbfg0afQilx3/G69qb8WzdTdYUMgdKq7Q6AoKCiIuLu+hnQExMDAkbNhBYkakM2j52AJDI37WSwArT79cVr6FA0NC4HNy8Y8cOnnrqKfbt22e1dlZQUMCAAQNYtmyZSxWg68KTTz7J6tWr2bRpEz4+PqSnpwOg1+vR6XQmNdGpU3nttdfo0KEDHTp04LXXXsPLy4vx48c3SJ+aKq5USbdV56ohsKvkW4uK6/bo0KEDSFUEj45DKjuvePOFC8bBfePH2a0NVnrsJ1Y1gmrUyoKsT2MsLSZrQ5xTBepp059Bp9Mp+m+Zel3zWJVag0bnDcBtt90m1HYvAWYjfU7cXEWRWXNhXK9OA/Bq20NWEdePeM6hynRZ2p8EDHqErI0LyEqYZ8MLYzpHqUGDZ7te9fIMqKneHhISApg87pZK7iKQV9AYcNnwiY+P59FHH7UZMKTX63n88cdZvHhxgxk+77//PoDVJPnxxx/z0EMPAfDss89iMJjiNvLy8ujbty/fffcdPj4+DdKnpkp9ljmob+pScd0e5gle4+mNR2Qvq88txeluvvnmWhXQtKxL5OXlhdForDd3dc2aR+YlQUtDVaoy2ixOCRfe6jXegRT7tGb06NFMmTJFvk5z6nXOvnU261MV7ltPq9ZtMBqNrFmzplHU1LrScdVIB+devqyv3kDfexRufqEYjv2sMKY03oFoQyMpz0il5HwxYXaUoi2fATfffLNL9dUaWzkSgcAeLhs+v/32G2+88Ybdz4cOHcqbb75ZL52yhSu1VFUqFXFxccTFxTVYP64E6qvMQW1xVsSwvj1RLk3w1XokGo3GYb0xSyxjo3Q6HWvWrKFb9+68vmDBRXuGbMVdBYeEkpWZoTBUVWoNAYMmVr/VW1cFN6T+RPDIWeg69iMrYR7xb79DfHy8HL8Rv2Qxo0ePtunlKklNQRcYxODBg+U+1HfNLoESV410cF5nzt0/nPxdK1Fr3NC1uwGf3iOpOp8vG1OoVJz7ZCoVmcecPgM2bdrEvx58qN7qt5nVvzds2CAMasFlw2UBw4yMDIdvtG5ubmRlZdVLpwQNS32UOagtlvEp48ePt1m/p74VhOtLnK7mdVjGRrV8ciUAudWS/BcTG2Uv7qpAZVp6shWTEzxyFuVZx61iK3x6jcCr0wCrWmjm+A3ApvijV8EJkCQMfm1N1zflC/wHTyKjzI3Y2FjWr19f5+sT2McVkU+Nb4hJ5HCvYyHQ0PGvmxSTqyR8+45BF9GdZtcNlGN9VCo13t1MemfOngFvv/12vcUBJiYm0q17dwAmTpwoangJLhsuGz4tWrTg999/t/v5wYMH63WiFDQc9SXT7yquBlI3hCfKnrqzOdjS/NbqimFmq6aVOQU+cMTMi6pp5ahelt+ghwHbk5RXpwEEDZsBgG//e/AfPAkkI14d+sr7WNZCsyz9ER0drQgu3759O56ennKpD2NxLuc+mULe9mWUZ5hKKoy77342VGfmCOoPZyVYDEdT8LvlAXy634Ehdb/tQOhqdWW1xl1WTK4qL7F5vmbXRVWXqLD9DMjfsxa1m3u91W8zPwNy3U2xPy2fXHlVFMEVNE5cNnzuuusuXn75ZUpLS60+MxgMzJkzh2HDhtVr5wQNQ0N4QuxRmwKYDeWJqpk9tn37dj5e8SFlZWUkJyezfv16lwwzRx4pLrKmlaO2PVt1QeMdYLeOUuH+BNz0oehvvJfSEwesShtY1nmq6Tkzx2WMGzcOjUZD2ulT+PYbi+GffWRtXIA2WFksVtu6O2PHjhUTVQNgz0g3HDdlR+VseYv8XSvBTWs3W9GrkymD1Wzslvz9A+f/3EnpqYNIVReMlMrc03LtMFvFekuP/URVZUW9eF8tnwGBI0wxdCqt51VRBFfQOHE5xmf27NkkJibSsWNHnnrqKTp16oRKpeKvv/7ivffew2g08uKLLzZkXwX1iPkhW5uA3rpQm0Dq2sTk1BbzBJ+YmMiEhycqYhY07lrcQyOdxhU1ZGyUo7ZVag1+URPI2fKWVUxOwV6TvpHfLQ+Q/eVrcmyPIn15n7LOk71+mv92C2xJ1uZF6Nr3JrjGmATHvnRJs/6uNmpmRx05coTlH3zImbTT8j4tw5szccJDzJ07F/2N9+HZurMiEBowVVtXqTn/x3bO/7EdAI0+lIBBE9F17CffE35RE8hL/ljOGANQuXvgqdNRajDUy71u+QwwCRxeMHAudzKF4OrEZcMnNDSUPXv28MQTTzBr1iw52FilUnH77bezdOlSh0KBgsZHzYdsQwQb1sZYMHui7AXdGlJTiN+woc79q5kSbs4YK9i7FkPqTxj+2Se/MYP1Q9lRGjhcXGyUs7bd/UwCnc2KTikmKVQazFopqDVowyLRePtTVVaiEGy0NIbs9dP89/lDyaZiscNnNrqsv6uBmtlRL774otVvFGDFx5+Qk/4P+huVmVnnD/9A/q6V6CJ7o+9/j8V9vs7kxQttR3nGsQup8h37U3r6D/J2fERFzmmkijLU2maAa/e6raQFo9HI0qVLSU1NJT8/H7g6i+AKGie1KlIaERHBN998Q15eHkePHkWSJDp06IC/v39D9U/QwDR0CqrlhK5t3oGytEMYi/PkDJOak3BDeaIcZYwFx75EVsJ88pJWoOvQV/HmbPlQHjt2rF2PFBfpkXLV23X0n8Ps2bPHplZKVlYWz8yYqRg3jYUWTM22avbT3IeM300ioGKiahzY+40+OvFh5syZo9DqKc88Ts7X8egiexMc+1KN+3y2KV7o+AHcQ9oqDOSilI1UZKai9tLj2+tekyGtUlOwd62iHVDeQ9nZ2bRtF6nwoPro/ThfXEyVsfJCZ9Uacv77Hi1HXlAFN9MQyRQCgSNqZfiY8ff3p3fv3vXdF8EViDyZbl+G0VCIsSBT/kyjD0Gj87WahBvCE+VsyU3f3yz+dgjP1t3kzywfyrY8UtrQCEBLzleLLsoj5aq3S6vVOjRUY2Ji2L17N5s2bSI+Ph5tUGvFBOfIc2buQ2xsrOnaG8CzJag/IiMjAay0egD0dvR59P3HYkhNoSLzuMJzqPbyQ3/TePT970GqKCN/10q8r7+T4l++sRJBNN9D986YwdixY216UKsKUvC75UF8bhgmbyv5M5m8gBDoc0FQtiGSKQQCZ7hk+EyaNIkXX3yRVq1aOd137dq1VFZWct9991105wRNH41Gw733jGXRokXoIvugH/5sjSWmFO6dOdPmJFyfnihXl9wsi0DaeijX9EgV6HRw8xoCKrJYfpGxUfXh7TKPW1RUVK1FGc19WLduHePuu9/p276YqC4vZvkQtZceN30oPj3vpiInjcK9a53e5yDZrOUFUF5t2Da75kZ0Ed3JTfpQYSS1imjDW2vX8syMmQ49qMW/bcW3b4zFtnkU//ItMB6pzEBZRv0sYQsEtcUlwyc4OJguXbowYMAARowYQa9evQgPD8fT05O8vDz+/PNPfvjhB7744gtatGjB8uXLG7rfgiaC0Wjki7Xr5BRpW4GyX6xbz4IFCxr0wedqfI7RUOTUO1LTIwVw8LdfnRZPdYX69HbVta0xY8agUqkYO3Zsg8RaCeqH4OBgUKlx8w6k/OxhSrx88WzTE3B+n+v9/Ck9/rNNw9YyGF6l1qDr0JeiX74lb/sylixZwtNPP11rD6rZ21SQ8DIAaUsfxGAw1HsyhUDgCi4ZPvPmzePpp59mxYoVLFu2jD/++EPxuY+PD4MHD+bDDz9k6NChDdJRQdOksZTHcCWGRuOuJW/7MvK2LwMce0fMnhVz9e36NALq09tV17bM5UEaOutPUHdatGgBUhXlGalowyIpTz+K4eh+h7E5BXvXgUpDQX4eFB4gfeV0AgY/bpUlaBkMr1Jr8O5yK3nblxEaGopGo6mTB9Wy7MaKFSvkcix79uwRpVEElxSXY3xCQkKYNWsWs2bNIj8/n5MnT2IwGAgKCiIyMhKVStWQ/RQ0US5XeYyauBJDs27dOoKCghosw62pcSmy/gR1R46fK3ensqSAquJc0wdmfR6bBUp/InDYM7j7hclLzZbLWBrvQEUwvJmacV2uelA13v5W28BkWG/evJn2HTrWWzkMgcBV6hTc7Ofnh5+fXz13RXAl0pAp4LXlUmkXXUmIwpONE3MKeWzMKOLj48HNQ7mDxt26QGmNDD9zLE7Z2b/R+ARRkXkMdTM/dB37KZqyFdflzINasFepHWX2NmnctQBs3rzZprRE9t61xMbGMnXqVLmorjC0BfWNy8rNluzevZv777+fAQMGcObMGQA+++wzfvjhh3rtnKBpYTQaSU5OZs2aNSQnJ2M0Gi95eQxn1FRxTkpK4njqUWH0CJoMluVV4uPjAZOemt8tD8oK27o214NUxUMPPQSA/+BJtHhsuZVOlb7/GKoMhfjfOhGv9n2oyDphVQ7Dlpq70xIbqfvx7n47UkWZxbYUOl9revl59vlZVmruxuJcObA6Pj5e1PISNBi19vgkJCTwwAMPcN9993HgwAHKysoAKCoq4rXXXuObb76p904KGj+2qoq7UgnckJrC4nXrLulbXWPxYjirVi8Q1MS+COc68netxD2ghal4bXXiwFdbtgDg3fU2hT6VGfNSc9X5fHz7jaHk6H68a4hk2vOI2vOg+uj9UGvcyN+10qQHBFB97oMHDwJw9swZPHr1lz1FJYf3kLVxAbr2vRWZnzn71snxZuLlRFBf1NrjM3/+fJYtW8YHH3ygqNY+YMAADhw4UK+dEzQNnBUhBduVwEtSf0aSJKY/M+Oqe6tzpSiqQGCJ0WhkytRpaJt3QnfNzUjGclRuWlmcUNe+N3lJK5CqjHLiQG52NuC8/p3G2182gpYsfstuXbua9bRseVDzcrIxlJxnyZIl9OjRAwCPiB6E3f8mLZ80GUK6NteTv2slJYf3IFUZyU1aIZdIudiCqAKBM2rt8Tl8+DC33HKL1XZfX19Zmlxw9eBIEdmy1tXx1KMYjUbGjh2LNjSSZl2H0KxzFJU5aVfdW529t/arbRwEtePVV18lLS0NpCrKzv4NXKi/5dVpAPp+phTyop83o2nmj0rrBUBgUDCF9mJxLFLXy8/9A5iyxezVtbMVfGzLg6rRaJg8eTIznn0OXWQfgmNN51ZpJMBIUPSzGMpeJS9pBSoPL1EiRXBJqbXHp3nz5hw9etRq+w8//EC7du3qpVOCpoOjquKWVZyTk5N5ZsZMvNr3IezBJfjeMAyNp/dV91ZXm2r1AoGZxMRE5sTFoWt3g8Krqg2OIGvjAkoO75E9Nnk7PiR78yKyEuaCSs3g2261HYuTOB/D0RT8B00ElYrCfetp2ToCo9HItGnTHHpxX3nlFUUsny2WLl2KsaIcfX/rZwPV8UWVBRmUnvoduPyZn4Krh1obPo8//jhTpkzhf//7HyqVirNnz/L5558zY8YMJk+e3BB9FDQAtgKR64Kr6erJyckuGUi7d++uUz+aCq4ailf6OAhcx2wse1XX37I0loNjLixxlWceB0yBzHKQc7sbWLduHTNmzLBaai5PTyVw2HQ03v5kJ86n5Oh+DAYDgwcPJv7t/+DZrpdN49yzXS/mxL3idIk2NTUVcEHrp8i15ThRIkVQX9Ta8Hn22WcZOXIkgwYNori4mFtuuYVHHnmExx9/nKeeeqoh+iioZ+ozvsQyXd2MVGWk9NRBzv+5k+I/dij2v9rf6hqLrpGg6eDMWNb3M3lO8pI/QqMPxafHnRcMo9iX0EX25ot16zl65B+SkpKYOnUqwSGhGItzyNnyFumrZqIrOA4qFQZ9G/wHTwKpymG9LyQjwaPjFF6gms8Pcy0xZwbN+T++l0UXG0Pmp+DKp1aGj9FoZOfOnTzzzDNkZ2ezf/9+9u3bR1ZWFvPmzWuoPgrqEWeByLU1fmqmq5cc3sOZ5Y+RseYFsjcvIm/7MjTuWtzcTOFk9fFWV1/eqsuBLUPREvF2K6iJq8Zy+dnDBAyaqMjesvQi7tmzh6ioKJYsWcK5s2cUAcw6nRde1cuvGp2PS+eTys4rvECPT3pC8VucPHkyGnetTYMGC12f//73v0yd8m9Kj/1ktRxnK5VeILhYamX4aDQabr/9dgoKCvDy8qJXr1706dMHb2/vhuqfoB5piPgSSz2Pc59OI2vja6g9vPEfPImWU74g7P438Yi4nri4OAKDQy5az6epZ0M1Nl0jQePHVWPZt99YK8VlsO1FNAckjxs3Do1GQ5qFR8mstuxKJhhc8AJlZ2Xy6quvyvtptVqmT50iq0iXnfkLqcwAQPamhRhSU7jz9qFotVrefPNNm5mf3kWnmTJlCgEBAU3qBUfQuKn1UlfXrl05duxYQ/RF0MA0VHxJTEwM06dPpyLrBAAVmankbV/GuU+mYCzOJShmNl7t+wCSzSBLV9/q6ttbdTlwJPwm3m4FtnDFWEalwbNNT3mJufTUQaQqk6HgzItY06Pk0bIzGn0oBXbOZ5kJZsZsXL39zjsKA2XhwoXMnDmTspO/kr5qJmlLHwTAcOI3QMWWLVvklxdATo03L8dlZpwTYoaCeqfWhs+rr77KjBkz2LJlC+fOnaOwsFDxT9B4aaj4ksTERBYvXoyubU+bGSeGf/bh228MOVlZJs9Pjbe6wIpMpyncV1I2lFn4rS7jILj6cMVY9vZuRlZCnLzEnLHmBc4sf4zzh39w6kWs6VFSqTUEDJqI4WgKWVaqzBcywSyX1MzGVW52ttWLU79+/aiqrMAj/Bp8+40FIGR0HLrI3oBJcdr88rJp0yZyc3N5++23Oe8b0WRfcASNm1rr+Nxxxx0AjBgxQlGYVJIkVCpVk5h4rlYaom6WIx2f4JjZZCXOJy9pBWEPvg1Ahw4dOH4stdaKxY2lynt9IQqACmqDozpz986YwaI330TXrhf6/vco1JyzN74OwGcJCXbvLVt1t7w6DSB45Cxykz5UqDir3HUEjXxOsaRm9gJpfEMwFmYqXpzkjLT2fQgcOQt1xuHqgyoJGjWL7I0LKP5tK80fXUbOxgVMmTYdwKkuWHR0tPitCOpMrQ2fpKSkhuiH4BLgrLBgXeJLnBkkZlG1838mAyajqi4lI67EbKjGUjpD0DSwZSwPGDCA9h06yoHJiheP2NlkJcyjWeFJoqOj7bZr9ijVLCuj8fZHGxSBoSBT3leqMHD+9+9x8w68UPV933oMR1Pwu+UB8netVLw4mZ8PfrdEcfaDSWjLCyF2DZkb5lKu9cWn++0Yju6n/Mxf+PYbQ1q1kXWlvOAIGie1NnwGDhzYEP0QXALsPeDMdbNKju7nublzWbduncseCFcNkvO/b7uooN3GVOVdILhc1DSWzfpYdl88+puWUZ0ZCvY8Sqg1aMPaEzB4Eu7BERT9vIWCvWsVVd/d9KEEjXyOkj92WP3Gzc+H/F0r0bXvTehN9wAQes98Mn5YS/6uzwAwFudVL32ZuJJecASNj1obPrt27XL4ua1yFoLGg70HXGBwMLrgEObMmSNvsyVPXxNXDZLyjFTiHbjbndEQ3iqBoKlTn55QS4/SmTNnmDb9GYp9WhMc+5L8e9P3H4NPn5FkrH6eipwzBN49DY2nN0X7E0yB+Rs2KH7jISEhoFKja9eL4JjZaN1UgBFteEeCRs4iY/Usys8eprI4RxZghPpfjhdLygJLam342HprsIz1ETE+l57a/rBrusyPHDlCXJwp2DDs9tpVRr755ptp2ao1WTs+xLvn3bj5BOLRsjMqtca09l+t1bHm81UXFbTrzFtl66ErEFzp1Lcn1OxRSk5OJiszg7Ch1vWz1Bp3Am59hPRVM8lONOm32argbjQa+fXXX0GqwrNtT5AkwDRXGI78j7PffYCxIAOA/KSPULl7EhgUjM7Li1wbLzhVxgrydqzA19ePbdu2YTQaiYqKcpoJOnXadKf1xgRXF7U2fPLy8hR/V1RU8Msvv/DSSy8pNBwEl4a6/rDNDzij0UjbdpF1DibctGkThtJSyrJOXSic6BuMz/V3Un72b0qP/cS6devkKu0Xg6MAz5oPXYHgaqChPKGuepKeeuopYmNjrV62aj6X8rYvozDlS8KHPgp9epG9ZTHaFl3QD59pEYy9lpxjPzFzwgzefPNNxQtO0YEtFOxdh1RRShnw2muv8dqC1wkMDGT5/y2z+du3Vww4e+9aYmNjmTp1KtHR0cIDdBVSa8NHr9dbbRsyZAgeHh5MmzaNn3/+uV46JnBOfVT5vphsKcX5LTxFBXvXkr9rJYHBwXxWzwbJ1ZANJVzzAldpKE+oq56k2NhYx88Fi+dSwb51ZG95C+5bg65dT7zvfrZGMPZLZCfO54t161m7di3PzJipeMHRRfa2ylrLSd1PbGwsCQkJVt4mW9mmxuJcyqv7Hh8fT3x8vPAAXYXUWsfHHsHBwRw+fLi+mhM4ob50bWy92VnW2jIaihX7uXL+4NiX8GrfBy9dM4fZJHXFUnXWmau7qdHUlakFl56G0IWqq8K4w+dCzGy0zTsC4Nt7lEMR1eDgYI4fS2X79u0EBAWjs1WgNXY2usg+qLQ6pkybrnjW2RJrLTm8h6yNC9AGtxH6QFc5tTZ8Dh48qPj322+/sXXrVp544gm6d+/eEH0U2KC+VJhripfVrLWVlTAXVGqOHDmiOG7v3r3Oz39KVBmvDVeCMrXg8hATEyOrHq9evZqkpCSOpx6tsxejrgrjzp5LnhGmOcI9qLXN89YMxv7999/Jzc5yUDB1DFK5gbRTJxXPmpovdFKVkdykFeja9ya4iQugCi6eWi91XX/99ahUKiRJUmzv168fH330Ub11TOCY+srmsIwR8OpyK9kb30DXvrfV2ntcXBxdunRh+PDhAKSnp7t0/k2bNgm9DRdwJAQphNsErlDfulB1ialz9lzShlZXbM8+BaGdrD43L6H9888/tG0XKccIOXvOWJ4brJfqytIOYSzIQD/cOlhb6ANdfdTa43P8+HGOHTvG8ePHOX78OCdPnqSkpIQ9e/ZwzTXWa8GChqG+qnyb3+xKju4n5+t4k0vZxtJVzTeisLAwl84fHx/PK6+80iQrqV9KGqqOmkBwMdTWk+TsuaTWegFQuD/Rdh2wvaa6Y3FxceRoQ/EfPMlhe+bnDKDwStdcqjMWm5JynBlQZ86cITk5WTyvrnBqbfjs3LmTsLAwIiIiiIiIoFWrVnh6elJeXs7KlSsboo8CG9Rnle+YmBjmzp2LVFGKvr/jiXfv3r0A9O/f3+H5C/atR+2lR+XuyZw5c0S8ihOuRGVqwZVBbWLqnD2Xin7aBIDh+AG5YrtcB6x6CQ2pCq/2fQiKmY1PjzvR6EMo2LvWrqGkcteBuyfLP1zB999/z5o1a9i9ezdvvblIXqozGooA5wbUtOnPiPi6q4BaGz4TJkygoKDAantRURETJkyol04JnFPfVb47dOgAOJ94zUtclue3+QA7up+qkgI8W3cT8SouUF8ePIHgUmE0Gq28I06fS8dNWb/6G8dTnnVSEYxddu4IzboNASTZ82kqmPoIhtSf5OeM0VBM4c9bOPfJNAyp+5EqDHh16MuZtDQGDx4sGy3PzJjJjBkzCCzPIG/7MlCp7RpQhfvWg1pDsU9r8by6Cqh1jI+5GGlN0tLSbKa6CxoOR2vwi9etIyAggDVr1riUEh0SEgJA4f6NeLbuLIsQmjFPvGFhYRQWFsrnnzJlCvFv/0chYa/S+YLGDV2bHgTHingVVxDK1IKmhDP9MFvPJbWbOz4tTC9Yvn1Gou0xgrK0Q1QW5VB04Gsqi3MpTz8KKF/AzAVTc75baiqYqlKDhfGi9vCm5M+dVunuOfvW8eabbzJ9+nTeeust3HyDqw2o+ej7W5fr0Ya1V6hUi+fVlYvLhk+PHj1QqVSoVCpuu+023NwuHGo0Gjl+/LhcuV1w6bCla5OVlcX0Z2YoHkrBIaG89+47jBkzxqqNxMREuSpywY+fU/AjaPShBAyaiFenAYqJt3///vz3v/8FTN97REQESFV49xyOR3hHKvPPUfDDagC7mRgikNAaoUwtaCq4qh9mNBp58qmnyco0qTNXVVZgLMmX21GpNXi27gaAu18Y6atmUlVoKohaUz/I/BzK3vQGunY31NDzMdUOa9b1NvkYS6Ml/j/vyOnwhn/2kZu0QlFxXu3mDkDA4EnieXWV4LLhM3LkSAB+/fVXbr/9dry9veXPtFotbdq0ITY2tt47KHCOZTZHYmIi99xzD+6hkWi8AzAW5wKQlZnB2HvHMTMlhYULF8rHJiYmEhsbi0f4NehvvA9t8w6otV4U/m8DWRsX4HfLA5Sf/dtq4t28ebPija/4wGZKjgZDZQXuoZFUZKSKeJVaIpSpBY0dV7MPq6qquOeee0zG0dALGaLlBzYCppIV6nb95HbNz4R///vffLlxk5XnU6oykpf8UbUBU7MK/UtkJcwnP+ljvDr0lz3VZqMl/eh+PNvegEqlxqvTAHQd+pqyvIrzMBqKTMtgiPi6qwmXDR9z8co2bdpwzz334Onp2WCdEtQN80PJPTSS8vRUU1p6v7GKN6NFixbRp08fRo8ejdFo5LHHJ6Fy96Ts7N8XSk7oQ/EfNAGQyN/9OS1bteTt6om3tLQUgPsfeABVeBfFG1/ujg8oP3sY/YB7yctIFZXU68DVoEwtaLq4qvQ++amnbRpHvq1mAhL5uz7Dv01v2UgxPxNGjRrFwIEDrTyfxX/swFiQiX74s3b1fNJXzaQs7ZDsRYILRovK3ePC/haepqqyEtnwEc+rq4daBzc/+OCDl83o2bVrF8OHDyc8PByVSsXGjRsVn0uSRFxcHOHh4eh0OqKiojh06NBl6evlwPxQMhbn2hTqMqelP/nUvzEajbz66qvkZGdZBSBrgyPI3vgGHi2uBcnIJx+tICYmhsTERLp2MwmQ6dr0sFJm9ek5DIBmnaPQ6EMpqIeMs6uRK1mZWtC0cTX7MCsj3aY0A9V/VxZmUpZmejabi48GBAVhNBoxGo0EBAZRkvqTHPzsqlfGnLZuxmy0SBVlNo8zfx4cGlYvGbKCpkGtDR+j0cibb75Jnz59CAsLIyAgQPGvITl//jzdu3fn3Xfftfn5woULWbx4Me+++y4pKSmEhYUxZMgQioqKGrRfjQXzQ8lYnIvejh6Mvv9YMjPOkZyczKK3Fsuu45rS8rr2vSn6dSsAmZmZ8rp+tlEHgG+fGKv23XwCAajMSSNg0EQMR1PIqpHZkZUwj5LUFGJHjWT37t1CJ0MgaEK4mn0I9o0Ued+8dAr2riPt7XGUnf2b3OxsBg8ezNh7x1Hkpid03OsEj45Df+N9uAe2cum8Gm9/eZvZaNG4ayk9/rNDo2bpu+/UW4asoPFTa8Nn7ty5LF68mLFjx1JQUMD06dOJiYlBrVYTFxfXAF28wJ133sn8+fNtxjpIkkR8fDwvvvgiMTExdOnShU8//ZSSkhJWr17doP1qLFi6Yp29Ge3YsYPiwgL7UvD9xmCsDjQMCQmR1/Wbdb+9uh1ryXmPlp3R+AZTsHctuo79CB45yypl1XD8AFR/V0InQyBoGphT18+cOUNwSKjDtPDg0FDAvpFiJnfrf8jftRLP1l0VHmdd256Up6dSVZKPV2Qv/G4aR9iE/6By93Sg57MOlVYHKo2V0TJ96hRKj/3k0KgxB2XXZ70zQeOl1unsn3/+OR/8f3v3Htd0vf8B/LXNDYbcBMZQAeVillm/vCamJsdLF8ULIqZpWpbHLBVRLI92wkQpRaUsK8ss9aigLE3tHDWDvGGiZnnJG15AkDuO22BjfH9/zH3dl21sg3Hd+/l4+DixfTc++8DZ3nw+78/7/c03GDVqFJYvX47JkycjICAATz/9NE6fPo158+Y1xjhNun37NnJycjBy5Ej2Njs7Ozz//PM4deoU/vnPfxp8XFVVFaqqHi2Dao9qq1QqqFQq9r91/7elKigogFisWZERFGdA1OkxvWuUDzIhFotx//59iMViOHl1AU/A6F0nknaBXCyGk5MLGIZBQX4epJPmQcTTrNDwH2TCzrMb90ECPiT9QyA/uRPlB1fDqd94uLzxKcqvHkfFlWQo825D6OkHt+CZEHr4QlWQgdK0HzFt2jQAYNthtCat5XejqdB8cLWF+di/fz/eX7IE9zIzH91Y/jfkiUvQYegbELr7QFWYibK0H4HsS/ji+++xdNkyFP2xV5PTo/OHlR1f8/7h7eOL8ooKVLl0gfuYR9eIfbvD2WcZCn5ag8rU/6DD4/0BvgAQtIP0+Smc9xbO971/GZ08PVD0YzT7vbx9fPHxnj0ICQnBgAEDNK8h6d8G71epVAgJCcHLL7+M1NRU5OTkwMvLC0FBQRAIBI3y82sLvxvWZI35MPexPKZ20y0T2rdvj7///hu+vr7o2LEjDh48iN69e+PWrVvo1auXweKGjYHH4+HHH39kT5udOnUKzz33HLKystCpUyf2ulmzZuHu3bvsEezaoqOjsXz5cr3bd+zYAQcHh0YZOyGEEEKsq6KiAlOmTIFcLoezs7PR6yxe8fH29sb9+/fh6+uLwMBAHD58GL1790ZaWhrs7OxMP0Ejq11c0VjBRa0lS5YgMjKS/bqkpAQ+Pj4YOXIkO3EqlQpHjhzBiBEjIBQKG2fgDXTixAmMGjUK0kkxUJcXo+DAOoj9e8NZ5y+jkjMyVN75A9u2bYOzszPGjB2nSVIey/2rDEwNCvathuLOn/hp348QCATsczt5d8OKvjV4442ZQMcnOM9fmvYjFLfPY9u2bZy/nPLy8rBkyRJIJ8UYXoXKvo7chGU4ePAgBg0a1ISz1nCt4XejKdF8cLW0+di/fz/mRSxAUUH+oxt5fLi5ueGzT+MREhICtVqN1NRUZGdnIzJyIcoqlWBUlezlAmdPuA6ZCsWV39C+LAurVq5Ap06d2NUR3e9Ve6UoILAbYlZ8hIqKCsycORPe72wFT6R/WIapUuDexulwf2k+HB5/DsCj94mffvoJAoFAb1XGUtrX2dDnqa+W9rvR3KwxH9odG1MsDnzGjx+Po0eP4tlnn8X8+fMxefJkbN68GRkZGViwYIHFA7UWbdPMnJwcTq5LXl4epA/3nA2xs7MzGLAJhUK9yTd0W0uRk5MDhUIBdQdf8KXd4fhCBIqSN6Po8sJHF/EEiJg/ly0u5uDggMIrJ6CoUnIqmcpTd0ORfgbuEgmCg4MBAB4ST+SdSIBo4lIAQPthbyP78Dec5/fx7YpN27ax++Hax+7cuZMdW5VaPwitcfWBQqFATk5Oi51fU1ry70ZzoPngagnzIZPJMCEsDGL/vnCZME+nzEUistLPYMKECYiKisKuhERO8dPaFZHlpxNxb/cquA6ZhozLJ9C5c2eDhf0MlWYYMGAADh06BC8vLygUCpTmGD5CXpV7FwqFAio7Z1SpeZrihScS4OEpRXBwcIMDFFOVp5tSS/jdaEkaMh/mPs7iwOfjjz9m/zssLAw+Pj44efIkAgMDMWbMGEufzmr8/Pzg5eWFI0eOoFevXgAApVKJ3377DZ988kmzjaup6J62sOv8uNFCXWPHjgWgOTK96euvMGHCBFRm/AVF+hn2uXgiTZ7Qpq++Yt9gtFWFC39aAzy7CPa+T8NjVCQepGxBVfZVLF++HEuXLjX4hlR7bLVRnQxCGpdarcb8BZEQ+/fVa8sgmbAM+UkxqLz7J9asWQOHwP6QTnkHBQfiIJJ01S8YGLoM+bIY9tRnXYX9dIurAo9yMLRNjo21aJGnJkLg6A6hxB9VWX9DnpqIyltnLa5erlar2cBL25bnwIED+PTTT01WniZtl0WnulQqFV5//XXcunWLve3ZZ59FZGRkkwQ9ZWVluHDhAi5cuABAk9B84cIFZGRkgMfjISIiAqtWrcKPP/6IS5cuYcaMGXBwcMCUKVMafWzNzVBXZG2hLocnBqPqznm9WhShoaFISkpCZy9PznN19vJEUlIS5//82qrCbirNSa97G6cjd8d78BRWIikpCf/+97+NviFZs5M8IcRyx48fx72Mu8ZPcQZNBFNdBVGn7vAIXQYw1VCX5MElyEhZDJ1Tn7X/YDHUvLS2upqZ5idpTlupywpx77NXNKdBb53H/PnzLQpIZDIZ/PwD2G7rw4cPx/ARIxEf/yns/PrAse9YVMtzocy5AVHHbvAIXQZxQD9ERC6kMhttnEUrPkKhED/++CM++OCDxhpPnc6ePctunwBgc3OmT5+O77//HosXL4ZCocCcOXNQXFyMZ599FocPH4aTk1OzjLcp1bfXkyWVgkNDQ/Hyyy/j0KFD2Lx5s9lVhakPFSHNy9zCg2K/vuDx+GwhQFPXu3l4cP5gMbSFJPGU4tUpkzF27FgMGPCoTYX2j6nZc97h9M5q5yKFx9j3IXBwNrhabQ5j/cTkqYlQpJ+BMvsq8nYtZa/X9iakvly2oV45Pnv37uUkBDeVoUOHoq5DaDweD9HR0Y1eT6ilqqvX09qEBKPd2msvR9dF+5iwsDCL9mGpDxUhzcfc7WZRR02JCm0hQFPXz587l31PqB1sqB7k4EHKd8jPy0V8fDzi4+PR7bHHsEanV2BoaChGjx4Nbx9fyHmOcA1+A/Y+PdlWFgxTgwJZjEUrwnX1E9Ns661AZcYlSKeshkjqx+Yt5e+NhftozedaU/Tl0q4q7dmzh1rTNDGLA5/AwECsWLECp06dQp8+fdC+fXvO/c1Vx4doGFrBKSgo0OvW3hyJfNSHipDmMXjwYHj7dkFhagInxwfQ5tTsBngC8EWaEh523k+ybWckRnJwPCSeWLpUs2pSO9hQXD+NwgNr9foFFv2xF4DmxJf2vUckEuGrLzciLCwMZWf3gd9O1KAVYVP9xFyCwqFITwOYak61+nxZDB6kfA+g8fMNZTIZ3l+yBGtWr8bMmTOhUCiaLbnaFlkc+Hz77bdwdXXFuXPncO7cOc59PB6PAp8WoHa39vDw8BaTyGfJ6hIhxDoEAgE+Xb8OE8LCkJ+0Ai5B4XqnOMHjo/TMHth5LwOPL4Bb8Ezk741FflJMrVOfmkTj7TrBiG6wAYZBUfJmtl+goSal7y/5F8aOHcs+3porwuZu6+n29dLmLeVsj4Kzi2uj5htqV8bcemiO6Xu/sxWlOZRc3ZQsDnxu377dGOMgjaCuJV+P0GUokMUgInIh5w2IENI2hYaGImnPHsya/TYnpwY8AdwlErwxYwbi4uLYwMi+6zNwHTKNzYvRvf71GTM4OTe6wUbVvctQy3PhEhJlpEmpGvcyM/TyaKy1Imzutp5uXy/gUUBUIn+Affv2NUrwofue7D5GEwTyRPb0ntzELA58tJRKJW7fvo2AgAC0a1fvpyGNyNSSLyXyEWJbtMFFSkoKUlJSAGhyJ4cOHcq2Zoj/9DPNVhCLD7SzA48vAKOsABg1tmzZgl+O/spuzWiPiqvy75pMjNYylEdjzoqw7hF1Q8GR9hSp8aPyu9HORQo77yc5z6sNiNp16NRowQdnZexhEKhF78lNx+KIpaKiAnPnzsUPP/wAALh+/Tr8/f0xb948dOrUCe+//77VB0nqx9wl36ZI5COEtAwCgQDDhg3DsGHD9O7r0KEDwNRA1OlxiP36QOjlj4rrv6Pi4mEIO3VHh6Ez2YRg7dbMokWLsHNXAsDjQ56aAKd+4wAYX3HRqk8ejTmFB+s6RapZvUqDx7j32QRq4FFAxBOJUaOsRObd7EYJPug9uWWwuDv7kiVL8OeffyIlJQX29o9KjQ8fPhwJCQlWHRxpGN0lX0OocCAhBNCsohw9ehSffrYBok7dIZ0SC5GkC4p/+RoVFw8DAJTZ11BwcC0qb//Bbs2IA/phzdp1KBB6ov1TI6BIT0Pxb1shaO8Geap+3S48/Nrbx9fiPBptbkyhSMrp5l4okiIsLAwymYy9VpszVLvbuuLWeQBA+cVfubWDHnZqdxkwETXlRQAaJ/ig9+SWweLAZ+/evfj8888xaNAgTg+sHj16ID093aqDIw1DhQMJIaZoC/0NHz4cRYUFUGZfQ9bGGcjfGwuRR1dOkCGSdEH+3lhUXDvFbs2gRg1l7k2U/6VpBK26fw3q8mIo0s8gP2kFJ8Ao/GkNAODj2FUWV2DWzVe06/w4eyLLWOHB0NBQ3L6VjuTkZOzYsQO//PIL/rXkPQCAMv8OJyBS5d+FZNwSOPUezT6+MYIP3fdk0Htys7F4qys/P5/dz9VVXl5eZzNQ0vSocCAhpC6GCv0pc28jb/e/IQ7oa7RdRXHyZoi7PctuzQgc3eE5fpleoUDFrXOcfKFuj3UHAISEhFg0zvrmK9bOGRIIBFi1ahU8Ri/SVKcuK4bAsQPsvJ8Ejy9AVdbfAACJVGoy+DCVa2SI7nuytv0PU6VAVS69Jzcli1d8+vXrh4MHD7Jfa4Odb775BkFBQdYbGbEKY0u+7qo8OjZJiA0ztooCphqMqtJ4e4sBE1Etz0XVvcvs1ozr8zPAqJVQ3DwDRq2Ex/glEAf0BxjgX//6F3bs2IHk5GT89eeFeo3VUG4MU6NGZcZfKL/yG9SKMs51xgwePBjePr54kPIdqksLOUGPtj4R+AJ8sWFDncFH7XYYwcHB8PMP4Gy3GWOo/Y+578nmtAMhplm84hMbG4sXX3wRV65cQXV1NT799FNcvnwZqamp+O233xpjjKSBqHAgIaQ2Y6so5rarqC4tRMXfx8C3d0TRoQ1Qy/PYawQuUjj93wtQpJ+BRCLB5MmTATxqUmqp2kfUK66dQlHyZqjluY8u4vFx48aNOldi9u3bB0VlJaryM1CVfVUzVmcJnJ55CVVZf0ORnoaoqChMnDjR6FiMtcOwpA5Pfdr/tKSO8q2dxYHPwIEDcfLkScTFxSEgIACHDx9G7969kZqaiqeeeqoxxkisgAoHEkJ0GTthZG67itLzB6HMvgqAB7F3D7iELH601XU6EQ+ObQMAuLu7N3isukfUHXr+AwV7P9FUhQ6J0tleS8CH0dH4bMPnKCzIZx+rDQ4APApYXljMedyDY1vh7OKKrbt3IywszOg4rFkbzZL2P9YItsgjFm91AcBTTz2FH374AZcuXcKVK1ewfft2CnrMQMuUhJCWwtgJI7ZdhYFTWex2EE8AZfY1gMeHOEBToVk34VjyMOEYPAEiFy4yawuoLtrcmIqbZ1B4MN7w95zwAcT+fVFUUgbplNWcU18TJkzArNlvG0yOlkz4AA6B/eHi4orx48fXOQ7tKpnzAMNd650HTETm3Ts4fvx4g16vrvokdpO61SvwUavV2LNnD1asWIGYmBgkJSWhurra2mNrUxqyJ0wIIdZm7NQnjy9Ah+DXDZ7Kyk+KgSL9LJwHToKwYzeAqYFLkOEgwCVoIsCoUSLsoHfcvD5CQ0OxfPnyh/lHxr5nOBilgtOHyyN0Gew6PY7C/Ly6A5aMO9iwYUOdAURT1uHR/qEcHR2NzIy7cOof1mTBVltn8VbXpUuXMHbsWOTk5KB7d02G/vXr1yGRSPDTTz/Ryo8BtExJCGkpdHNg3pz5BqKjo/VOfVZc+hUA9E5ltXORQjJuCRy6DwQPgPz+dZNBgFPv0VBcPY6IyIV4+eWXzR6bobyXbt003eMt7cNl79cbVdlXTT5uwYIFWLc+3mjejLntMBp6FN5QPk/BgTi4/eNNOHQfaHDsVPTQfBYHPm+++SaefPJJnD17VlPlE0BxcTFmzJiBWbNmITU11eqDbM3M2ROeNfttuLi4sGXjCSGkMRj6QHX3kADyO5z+XT5dumJWRATi4+MhCYsGU1XOOQEFACIvTRBiKgho5+TOHjev6/PBnOTd+vbhMnesHYbPRuGd80b/IDXVDsMadXiM/aEsT01E/t5YNvCsPXYqemg+i7e6/vzzT8TGxrJBD6Apc75y5UpcuHDBmmNrE8zZEy7Mz8Pw4cNp64sQ0mh0Kx9Lp6yGJCwaLs+9ijKROwrz87B8+XL22Pnt9JtsE1KBvSPa93ge9r5Pc9o88O0cAB7faIFU+elHPbG0qxI5OTkmx1ZXVWZTRVmN9eEyd6xOvV4ymjejXY2aEDoeFTf1twELHlZ/jl+3tt5/wNaVzyOZoBlXcfJmMDVqduxU9NByFq/4dO/eHbm5uXjySe4vVl5eHgIDA602sLbC3D1hl+deRWHuDdr6IoRYne4HqkPPf6Dg4FrOUXCe0B6fff45cu/fZz+0Ta1ulJ5JgruHO4rS09iO7mxPrNO7obiZBsm4JeDxBVA+XJXw8vJCSUmJ0bGZc1KqPn24dMeq97haYwXArlBt2LABUqkUN27cwDebv8M9ndUoZcafyNHZBvTp0hXxDXzvNlWo0SVoInK2R6E45Qe0c/FE5e1zqLx1looeWsjiwGfVqlWYN28eoqOjMWDAAADA6dOn8dFHH+GTTz7h/FI7Oztbb6StlLlLs/a+T8LluUkWHYckhBBzaD9QXYcMNXIUPBGF6WewcuVK/Pvf/wZgXuX3bXv24NKlS/gwernRXCDtSTBXN3f0798fv/zyi8GxmVuVWVsAMGJBJDJ1tufA07xfll/8Fe0c3bkB0a2z2LZnDwDoPU53rFq6OT9atbeeSk5rAq358+dj7NixVqmNZu4fyqVpmhUwgVCERYsW0R/KFrJ4q2v06NG4cuUKwsPD0aVLF3Tp0gXh4eG4dOkSQkJC0KFDB7i6unK2wmyZyaVZneVgHo8Pp/4TkHn3DqKjo+nIOyHEKrQfqKUX/gtxoKGj4JptlM8+/0Kv35Wpyu/dumlOdzkPCAcAiDo9DvdRkbDv+ozOSbA0PCgqRK/evY2OzZKTUrp9uObPnw++oB3AaMatuHWWM9bKzEtw9/DA2LFj2cetX78egCanp9OsTXoJw2xF6mGzIHD2hDigPyQTPjB4lDzpx71mBz26JU1OnDihd7+5TUwlYdHwmhoHuy7PIC4ujlIkLGTxik9ycnJjjKPNqnNpttYSa8W1Uyj69RsAQExMDGJiYqgyJyGkwbQfqOqSPLiMWWz0KHiOgX5Xpiq/a5/bIbA/7LwCUZS8Gbk73mMfL3DUFDDsMHw2iu5fAgDs37/f4oTl2sm7AoEARUVF+Oyzz2Dv3xcuQZPYXmPFKd9BmX0VLs+9CvsuTyN3x3vs6xIIBJg7dy7WrY9H4Z3zcOr9MpgaNaruXYa6rBj89q4oOfMjBC5SiDx865wzYz3CDKmdvC0Wi7Fz507OXJjaXtTmMIn9eoHHF1hcNJFoWBz4PP/8840xjjbN2NKs7hJrxbVTyN8bC3FAP7iMec/okff6NMYjhNi2wYMHw83dA0WFBfWqQVNX5ffaH9aduz3LDSLS9oInaAenXi/Bvt9LABhEREZCoVCgc+fOGDhwYL1OShnLDbL36QGvqauRL4tB+aVf4NQnRO916f5BmrM1EuqyIqjLih49OU8A535jUVMh18xNPeZM9736xo0biI6O5myXCYozAADTpk0DoPmcqDuHSbO9qJuLZGnwRTQsDnwAoLKyEn/99Rfy8vJQU8PdvhkzZoxVBtbWaP9qSklJQfikV1Bu5wHPKbHgC4RgatQoSt6sqUY6wXhyn1qtxsJFUdSrhRBiEYFAgPnz5uLDDz+0eg0aQx/WImkgVALNqnZl+ln2w1px8zTwbF8U5OVh6tSpADTvYa9MCkdcXJzRXCJDybsmE4EHaBKBy6+kGHxdoaGhWLRoEdasWaP5g3Pcvzg5TyVnfoTLc1M0c2PhnOkdzefxIfbvywnQRJ0eA6CG2K83Z8XG2B/KAmdPvVwkgOr41IfFOT7/+9//4OvriwEDBmDMmDEYN24c+89UuW9bJxAIMGzYMHyz6Wso719D4d5YTWO8W+ehlucarUaqrcwZHh5u8rgnIYQYsnTpUrhLPCFPTTCYb9iQY9HGcoFU+Xc5q9oFBzQ9s6STYjjvYXFxcVi0aFGduUS1mZsbVH7xCNwlnlCr1XrH03clJMIhUD9/RzJhGcSB/VB28QgELp6QG8nRNDRntY/mS8KiH1a41u92DwBO/cbrVV7WzWFatmwZAMBj9CK9oAegOj71YXHg8+6772LixIm4f/8+ampqOP8oEdc8td8k8pOWAzD9f2CRNIB6tRBC6kUgEGDTV1+i8tZZFMhirF6Dpq7EYXZV21+T3MyoVVDcPANGrYT7uCUQB/TDrsTduHnjOpKTkzn1hIytZpubCKzMTTdYK81UjTWXAROhLsmD41PDobiZhvwkw3O2Lm4NO2eG6vAwVeUA6nh/d/cBoL9io91ejI6Oho9vF5Se2WP1gNVWWbzVlZeXh8jISEil0sYYj83QTRg8evQoYmJiTC6ntn9qRIMT7AghtsvYNkpDatDUzjucM2cOJ3EYACozLkItzwWva08AQN6e5VAoFAAAgYsUTv/3AjKPncGpU6fMfg8znQicCPDbweW5yXDuO0YvZ7KqqgqA6T84BY4ecB0y7WGdoDOPLuAJAIZB5MJF4PP5CA0NNbj9ZrLbfWEmAOMrNuaUFbC0jo+t54paHPiEhYUhJSUFAQEBjTGeNsnYL5k2oh88eDB+2LqtzuQ+8ARo/+RQg89Pe7yEEHOZOqVlCUNtJrx9fPHcwCAkJCQgd/ti2Af0Q+m5nwAAFddPAZgLgWMHuA97B0JXL8hPJ+LBsW0ALHsPM6eYofuYxXB8YggA/ZzJLZu/BWA6f6fof58BANw8PFBUUAmRNADtnxqB9k8ORXXhPZPBFNvt/nQiJLXe3wGgNO1HeEo7IisrCykpKQZ/FtYMWM1pDdLWWRz4fP7555g4cSKOHz+Op556CkKhkHP/vHnzrDa4tsCcXzJzInowDKoL70HQiI3xCCG2oa5TWuYy1FOq9NwBZKUmICEhAQBQlX0VVdlXNcnDQZPg5PVw297TH4UH1kIybgkkocs0tX5unYOnp6dFY6irmKHrkOls0MPerLNCDsDkaTJPaUesW7sGXl5emPHGTFQG+nOuFZgRTPH4ArgFz0T+3ljkJ8XAJUjz/q58kAkgABW3zkGhUHCSvQ0FIdYIWKlhtobFgc+OHTtw6NAhiMVipKSkgMfjsffxeDwKfHRY8ktWV0S/LjERkQsXNWpjPEIIMZeho+QV107hwbGtD4OccLRz98b9zXMgkgayp1V5AgaAGh5joqCoUqI4eTPE3Z6FS9BEKNLP6J0SNkftgODKlSuIiYmBU5/RBq/XrpDn5eWZVZk6NDQUKSkpuGdGdWnAcDDl0H0gPMa9h8KD8ex2mVgsBsbthEjqD5dBr5sVhDQkYLW0NUhbZnFy87Jly/DRRx9BLpfjzp07uH37Nvvv1q1bjTHGVqmuZnPGEpJ1M/l1k/vCwsIQv34dFA/7zFg7KZEQQixROzGYTV4O1JTksOv8OFR5t6AuKzJ4WhUPk4er5bmouneZDUaOHTtWr/FoA4LJkydj2LBhAICyi0dRfuU3VGb8xTb1BLgr5OZUpgbMP0GWl5eHtXFrUHHzDHJ+WICScwegVpShKutvVFz6FYyqEsuXL8f27dvhIdGsbkknr2qSAyvan5ld196o+Ps4Z150Tw/rni5rqyxe8VEqlZg0aRL4fItjJptiaf8ZLWMRfWMkJRJCSH3UDgSq7l3WlOQIiWLf79RlxZxratMGC+qyYqgEhk9m1UdeXh747YQo/uUr9jaBixRuwTMhfmwA5KmJkEilbE7N2LFjTW4hmVtd+saNG/h283cANKfJlLnpKD66CWBq4NOlK7YlJbErSAX5eZoHN9GBlX379gE8vsF5ceg+0KZyRS0OfKZPn46EhAT861//aozxtBn16T9jijWTEgkhpL5qBwKGghyTp5keBgv89q6Qp2oOcDT0Q37x4sWPChI+bGGhLUiYvzcW7VylqC7Jh6JGbTKnRpepE2Qlp3fDXSLRq86s28x0XdwavRUkY6wdhMhkMnz66acQ67T2UOXfhfy0Zl4k45awPy9byBW1OPBRq9VYvXo1Dh06hKefflovuXndunVWG1xrVt/+M6ZYIymREEIaonYgYCjIqfM008O+UwJHd5Sc2YvKW2lwl0ga9N62e/durFm77mFDUW4Oi2TCMuT8sADK3HQ4BPaH84BwixJ7TR1Aqbh5BmKJZ535M5GLojB+/HgIBAKT7/vWPLBSV26PJHQZ8mUxKEreDJGHr83kilq8X3Xx4kX06tULfD4fly5dwh9//MH+u3DhQiMMsXUy1ZWdEpIJIU1BtyN4SkqKVfJGtIGANu8QPAEEzhLIUx+932lPM2mK/61AVdbfYKo0tXsK9q2GIv0M1GWFqLqnaVy66auvLO5wrn09arUa77w7F6hRG84pYhioy4styrmsLTQ0FAkJCWhfclcvH2j58uUozM8zWgyxdv7M4MGD4e3j83Bsjfv5YFahRnmuTeWKUnf2RtIYRacIIcQS1qjZYqwOGSfv8GE3dkVJPvKTVsAlKBxCjy4QOHaAyCsAitvnoUhPg1wsBgbvhOLOn+zzd/byxKdmjsfY63lz5hvIz8sFYDi9QNM0tQgu4/5V7yKwMpkMCxdFsd8HACRSL6yLWwOVSmX0ewP6W1cCgQAfx8YCAAp/WgNhr7FGPx9qz//AgQNx/PhxpKSkAACGDh3Kdp03xNy0i4iICJvJFa1Xk1IAuHnzJtLT0zFkyBCIxWIwDMM52k4oIZkQ0nysUbPFVOBUO+/wxo0b+Gbzd7hX6/1u7a6dkEgk7IfwT/t+RH5+vll5ikqlEhs3bsShQ4fwv//9z+Dr+TA6mr3eUHpBdWkhANMf/llZWUbnwdBclpxORHh4OGbMmAFAc5LMqddLbPd0dkwGtq5CQkLw888/w02VhxtGPh8MzT+/nRA11Sr265iVq+Du7o4vN37BzrHuvJqbdjF27FiDr70tsjjwKSwsRHh4OJKTk8Hj8XDjxg34+/vjzTffhKurK9auXdsY42y1KCGZENLUrFGzxdzAqXbe4dKlS42+36lUKvz88894/vnn9fJDDVm8eDHWxX8KtUrJ3qYsuAt1WRHsOj/OeT0VN89C0N7VYE6RuvyB5vub+PDPyclBSkoKZ+wA6pzL/KQV2PL9VgBA8S9foSRNBrfgN9mGoqa2rjZ+8QV+++03ANzVG2PzL09NgCL9LNxHL9RUvk5NRGH6GYRPeoWzbaYNUMeOHWsyMdvW0i4sDnwWLFgAoVCIjIwMPPHEE+ztkyZNwoIFCyjwMYASkgkhTam+5TS0GhI4WeP9Tq1W49VXX0VCQoL+CS2dk0gO3Qeyr6fi5hnwRGJNTpEsBi466QVll34FeHzNUfYJ3A//GrUKRb9uBsBD9PKPUFZawt6n3Uaray5dgsKhSE+DJCwaAntHyFMTkL83Fu6jIyF09TKa2rB//34IBAKMGTOG7Vv2w9ZtbLBiNCF5wgfIl8VAfnwbOs3ahPZP/QOK9DMQ+/fhzJNugEppF1wWBz6HDx/GoUOH4O3tzbm9W7duuHvXerUYCCGE1E9Dy2k0NHAyh7HcIZlMhnkRC5B17x7EAf0gmfCBwZNI2qrPPL6AfT3VxVkQeQVCmXMTOZwWFnyAqYEinRsUlZ4/oEnIVlUCAMpKSyBwdIPr0DcgdPXSbKN9+KFZc8lUlcMuoK8mMElagcKD8QCjNpjaIJPJMG3aNOzYsQPSSTFQd/DlBCvR0dF1B1sDJiJnexQqMy6iOHmLwZNsugHq7fSblHahw+JTXeXl5XBwcNC7vaCgAHZ2dlYZFCGEkPrTzeswxNRx6caoQ6Zr//798PMPQHBwMKZMmYLg4GB07OyNkJAQzcqE2gFgauASNMnoB7+26rPu61m+fDmkIhXUZUXs9RKpFLt27oCPbxeIvAKgzL/Dnsp6cGwr7H2fgtfUOPgs2A2vqXEQeQWi8MBaqMuK4BG6DO06dNJ8DxNzqT3Sr10FAqPG+vXrcTv9JiewYFfT/HoDAESdHtM7YfbZ519o5tnE/Gu73hs6yVb7NJmxzgC2FvQA9Qh8hgwZgq1bt7Jf83g81NTUYM2aNQgODrbq4AghhFiuoeU0Gho4mTJt2jQUiqScgKPM0QcHDhyA0NMfjr1HATCv6rPu61m6dKneh/v9rCxMmjQJ8evXQZWbDpFHF7gOmwW+g8vDlZIPOMfbJaHLIA7sh+LkzWDU1ahRKsAT2nOO6msxTA3kp3ejnYsUdt5P6o2vsLBQb+za1TSnfuP17tMGK4UPqzqbmn/2+1lwmkzb2qOuk2BtndmBj7+/PwoLC7FmzRp8/fXXeOmll6BUKrF48WL07NkTx44dwyeffNKYYzXbxo0b4efnB3t7e/Tp08cmeo8QQohW7To7lvb3a6w6ZNo6OWK/3nr1dCQTPoA4oB/U5cVQl2sqQZddPMrps6Wl/eCvrpAjd/tiVNw8gzffeJ197YY+3ENDQ5GYmAhlxp94cHQTairkRldKtCtKpecPoKa8GC5Bk9htMt25zE+KgeJmGjoEz+Sc5NKOLyYmBn7+AZDJZOx97Gqah6/BOdIGK27uHkbnXxts2fs+pfl+jRSgtlVmBz537tyBWq1Gjx498Ndff6F///4YMWIEysvLERoaij/++AMBAQGNOVazJCQkICIiAkuXLsUff/yBwYMH46WXXkJGRkZzD40QQpqMuQ04DWlo4GRMamoqAMCp33ijicLqsiI8SNb0uyr+5StkbXoLFddOsdcxTA3kqYkA+Hjw67eoyr4KAPjwww/1gozaPDw8oFYp0b6nppGpqZWSByd2asbbZzQk45ZAmc8tXliZcREe495jT3A9Gt9uCJw9IZ2yGoUiKcLCwthxsatpBYY/k7TByvx5cw3Of37SCihupsFl8FTwBMKHq1EJVCjXAvWq4+Pl5YXly5dbeyxWsW7dOsycORNvvvkmACA+Ph6HDh3Cl19+idiHBaMIIcQWNKSchrl1yIwlKRuSk5MDBwcHCD18oTRwvzbgcHnuVTj3H8ce39Y9JSVP1ZxEAgCHAMvaT2hXWxweH4zyS0dNHm9v5+yB6sJMqPLvwqH7QIi7PfuwGGIxVEXZkJ/8D8ovHkU7R3f2pJR2fJJxS2Dv0wN23txTcNrVtNK0H4Fxizjft/a2Xc+ePfXmn99OCIBB4QHtCWo+GyA15MSWJT/H1s6iwOfKlSvIycmp85qnn366QQNqCKVSiXPnzuH999/n3D5y5EicOnXKyKMIIaTtasjxclOBk6WVob28vFBSUqJZ7ZB217tfG3DY+z7J2QLTPSXFd5IAPD4cAvqyR72ZGjUYtRLixwdDXVGC+QsiDR6116628EUORvuI6W4leU1fj6wNUyFPTdCcLuMLYO/7NHud4ubvbFVqrXYuUvaoPWD4FFz8+nWYNm0aAECZfR01rj4GgxVD82+ocnNxcTEiFy6q94kta1T4bk0sCnyGDRsGhmGM3s/j8azSB6a+CgoKoFarIZVKObdLpVKjAVtVVRWqqqrYr0tKNDUcVCoVW4a89v/aMpoLLpoPLpoPrrYyH8899xz73zU1NaipqcH+/fsxbdo0iP16o+uMeRB6+EJVkIHStB/ZD/WQkBDO8/Tr1w9Hjx6F8s8DcHwxUHPMXIupQen5fXCSdoFLlx4AqlGVdRU15Q/g+lh/IPsS2vcYCqHEDw9+2wLPQZMgaseD4sZpFB/bBnWJJiGYD6CQx0dsbCzee+89zvcfMGAAuj32GIr+/AkdR76JwgPrUXZgNZz7j4fQ3QeqwkzNSkzWJXQcHQmxvR2kz0+B/OROlB34BM79Q9GuQ2eUXz2O8su/QlCSBbGdPQDNNpPHuCUQd9EERlVZl6AufwBBe1c4SrpCLBbj/v37UKlUCAkJwbZt2wAAJT+tZOv4ePv44uM9exASEsL5ndGdf0BzyGjIkCGc20aPHo3U1FTk5OTAy8sLQUFBEAgEJn/36vNzbAzW+P+KuY/lMXVFMjr4fD7OnDkDiURS53VduhjeM20K2dnZ6Ny5M06dOoWgoCD29pUrV2Lbtm24evWq3mOio6MNbtvt2LHD4LF9QgghhLQ8FRUVmDJlCuRyOZydnY1eZ9GKj6+vLzw9PRs8uMbi4eEBgUCgt7qTl5entwqktWTJEkRGRrJfl5SUwMfHByNHjmQnTqVS4ciRIxgxYoRZZdbbMpoLLpoPLpoPrrY6HydOnMCoUaMgnRQDUafH9O5XZl9HbsIyHDx4EIMGDWJvP378OEpLSxHx9X9RcP5/7CoNAIAngMvASRB26IiCA+sg9u8NUcfuKD2/HzWV5dwu5jw+nIPCUX7pV4g8fOAxJgrg8aG48Ttn9QcAOvv44JPYWM6qxf79+/H+kiW4l5nJ3uY8IBz23k9ArSjFg+Pba42ND3G3Z6G4fhpiv96aFaKHKyMlZ2RQ3D4PvoML2jm5Q5l7G2L/3nDup3/N1q1b2Z5YLeF3o74/x8ZgjfnQ7tiYUu8mpS2RSCRCnz59cOTIEYwf/6hGwpEjR4w2YLOzszNYeFEoFOpNvqHbbBXNBRfNBxfNB1dbm4+cnBwoFAqoO/iiSq3fnLrG1QcKhQI5OTmc152bmwsHBweoXTtD1DcUxUe/gcBJgvZPBkN+ejeqL59ATXkxRJ17gt9tEHL2fgwAEAf013R81+lXlXt0CwDAa8RcVNUIUHHtFPL3xkIc2A8uIx71tso2kPCsmzuTlZWFBQsXoTTzb6hdOqJg7yd6zyFPTUDRn79C5BUIx9GLwfD4muRsaXc4jn4PClkMKrKuginKh9i/DxxH6V9TKYtB5KIojB8/npN71Jy/G/X9OTamhsyHuY8z+zj7888/D5FIVK/BNKXIyEh8++23+O677/D3339jwYIFyMjIwOzZs5t7aIQQ0ibUt8Bheno6AKBgbyyKDq4HU1mG6qJMyFO+AypLobp/DeqSPDj3D0PRr9+BJ7Rn2zEYqvkDngDt3L3B1KhRlLwZ4sB+kNSqD6Sthvz2nHehVD46S6ZN+n711Vfx1cYvUHHzDAoPxmvaZBirMVRWDNTKDtHW/WEUJQCjNquKckuh3cEpObMXlRl/6dVMaqt1gMwOfJKTk+Hq6tqIQ7GOSZMmIT4+Hh999BGeeeYZHDt2DD///HOz5h4RQkhbUp8ChzKZjC0pIp0Uw1ZsFnftBYAH99GL4PLcqwCAGmUFakrywKgqjRcZfNgWovxyiuaIuTwXLgOMBx15uffh7eNrsM5PaGgoli9fbvL7qcsKUZlxkft6a9RQK8rYr9u5c/tYajW0zYe1yWQyzHhjJgBAfvI/yN35L9z7YjoenNyhOSXXhusAWdyyojWYM2cO7ty5g6qqKpw7d04v+50QQkj9WVrgsK7+VJIJH0Ac2A/y49tg5/0EAEB5/wb7vUwVGSz76wiqSwvNulbOc2S3vWrr1q2bWc+R/9NqtqBixbVTyNo0C/lJjw7I3N88h1NwUaslrZ7IZDKEhYWhqFbbELuO3SA/sQP3NryKnK2R9S5U2dK1ycCHEEJI47KkMrSp/lTaFhEAIHCRQnH7HHu/qe00VV465Cd3mnWta/AbsPfvi1emvIrdu3dzrjF3+07YoRPy98aiOPk75O+NhcijC7fJqTQA+Xtj9apNt5TVEzYIDehnpG1IfzBqNZQ5N7Fo0aI2WceHAh9CCCH1Ym7Hb3P7U9VUyOEWPBPK7KtAO7u6m4OmJkLg7AnnQVNQ/SDH9LUuUtj79NRsWamUCA8P52x7mdq+0xY1lE6Jhb1/X5Sc26/JBzKYf9QXRb98DbWirMFtPupDrVYjJSUFO3fuREpKCqe+njYIdTayLegSNBGMSgG7To9jV+LuZq3N11gsDny0hZYMaSl7l4QQQpqGOR2/ze1PJXDsAIfuA+E65DWgugqMqhKK9DPITzLQryo9DeqSPJSc2AEwNXU3Ek1Pg+NTw8DjC9ggSyQNQETkQvaDva7tu3zZo2akfIEQYv8+gFplMh/o3mevmN0fzVpkMhn8/AMQHByMKVOmIDg4mNPDjA1CTWzp2fv1bnHJ2NZi8XH2Xr16YceOHejduzfn9j179uDtt99Gfn6+1QZHCCGk9TPVn0q7mmLn/SQYpgaV9/4G+AKIJF1RXZoPxa2zUKSfYR/Da2cHgI8Obh0QPPR5yGQyOPUZDaFbZxQlb0aOTusGgbPm5JKwQ2cAj4Ks9k+NQOYvX7FtJIBH23ez/jmb8xx6bSjaaU44mwoeAGD9+vWYO3duk6z0aHN3xAH94DV1rsEeZrpbenX1KRN5aXKe2uKChsWBz4gRIzBw4EBER0fjvffeQ3l5Od59913s3r0bH3/8cWOMkRBCSCumXU0x1J9KnpoIRfpZuI+OhPL+dchTd6Pylqb3lduItyHq2A2VGRfZ01T2vk+BJxAid8d7qLCXsCsZtRuJVpcWoqZCDnVlGUpO7QLfwYUTZLXvMRTFv3yl98EeGhoKFxcXDB8+HC7PvQp73ydh5/0kePxHgQtTrWS/Z13BAwBIJJJGa/6p21jU09MT8yMWsLk72pUo7ZF+baPUm9evwce3CwpPJ3KuA7hBKN9O07mgJSRjW5vFgc+GDRswatQovP766zh48CCys7Ph7OyMtLQ09OjRozHGSAghpJXT3ebJTVjGpk3odRsXCCFwlkJdkguhpAt4fAHEXZ+BuOsz7ONrqioAAI69R4EvdkLV3QucRqI1ijJN9eWHCdMAULDvE/DsHKCW58Jj7PuoLtJUbTb0wT506FBNcJB7Ay7PTdILDipvnwO/nfDR9zQQPAgc3aEuK8SChYuQn/uom4C2+WdD+18ZaiwKHh+ug4ON1xHaHoVTp04hfv06hIWFIT9phaYwpLaz/OndUNxMg8e491B6JqlFJGM3hnolN48cORKhoaE4efIkMjMz8fHHH1PQQwghpE7aD/uDBw+yydCK8jIsX74cbu4emovUKjj315z+MnXCqp2TO5yfDUNNdbUmvycpBvLURM5pK/fRiyBwdENNZSkbCBWnfIeiX742+sFu6rh+5a2ziIyY//B7rjCYD8Rrp6kiXO7kyzn1VSiSIiwsDPv376/3PGq3tAprHUcX+/fBg2NbDR6n160jpN3Scyi5yzmRp8y7A9ch01Bx6dc2e5QdqEfgk56ejqCgIBw4cACHDh3C4sWLMXbsWCxevLjVdyAmhBDS+AYNGsQmQ4tEIvz73/9GXm4Oli1bBgBo/+RQCFykkBs7YZX6KCdIs/rDwHXIdFTl38GD49shDugLyYRlUJcVofDAWoi8ArlHzj26QJlzE6+ETzT6wW7quP6aNWsQFRUFxe3z3OAhJx1CqT+qS/LhENhf78i4tpL0+0v+Va+5M30cvR+KkzebrMIcGhqK3PvZnKBTXZKHB8e2NmkydnOwOPB55pln4Ofnhz///BMjRoxATEwMfv31V8hkMvTv378xxkgIIaSNEwgEGDZsGACguvAe3IJnQnHT0CktzYmuDsEzweMLoMzRFDt06jMaHi/NY094gWGMtrGQTPgADoH9TR7XNnVcf/Xq1UjctRMSz0dNsNVlhXBFGVCjNnpk3HnARNzLNHzCzRRzjqNXy3NRde8ye7uxOkICgYANOk2VJGhLLM7x2bhxI5ugpjVw4ED88ccfiIiIsNa4CCGEtDK6ybb1SeTVnv7SJt5Kxi3RO6UFgRAeY9+DQ/eBD/NtzgPQbIvVVMgBaE5bsW0sQqLqzHnRPdVliPa4vjETJ05EaGgo53VnZWVh6tSpZp36spS5x9ErMy5BJA2EquAuSk7vhiI9DesSEznjHDhwIE6dOsV+HR4e3ia3tmqzOPCpHfRoOTk5YfPmzQ0eECGEkNbHULKtNpHX3NUDbW5NWFgYCmQxcB4wER2nf4ryKyko++swVHm34DJwEsR+vVGV9TdKTu9GVfZVuEs8UXI6EY59xwLQBEHqsmIApgMEaxzXrh0cpaSksOMwderLUuYeR5ef3AH5yR2aG3kC8Hh8vP7GTJSVljwat1AEtepR41ZLf16tlcWBj9aVK1eQkZHB6XbL4/EanKlOCCGkdTGnfoy5H6ba3JqIBZHI1Fnp8ZB4gvGQoPD4dsiPbwcA+HTpim1JSQCAsLAwMAwDgaMb5KmJcOr3KAiqK0BojOPatVeuap/6Kjm9G94+mirWarUaJ0+eNHuVzNRzy1N3AzwBhF6BcPDvC1HHbuCLHFDy+26UpafBocdQiP37anKffJ/RnOpqwM+rNbI48Ll16xbGjx+PixcvgsfjgWEYAJqgB0CbLG9NCCHEsNrJtsbqx4wdO9bs5wwNDcXYsWP1ts0AGN1KY4OlsiIoys6AYWrYIEgywXDwUZ/j2uZs5xlaudIeGdduO338sFHq0//3f7hx/Tr7WFOrLnU9tzx1NxTpZyCSBsJr2hrOa7bz/gD5SStQce0kKu9dZnOf6vp5tdVtL4uTm+fPnw8/Pz/k5ubCwcEBly9fxrFjx9C3b192eY8QQohtMJVs6zxgYr1aHxhqhVFXewzdROSIiAg4ld+DuqzoYcuLFQY7yK+LW2PRh7updhC6TJ0K0yoSeho87m7oOWs/d/vSDM5zV2VfBQC4jZhttJUG1CrUlOTDxco/r9bE4hWf1NRU/Prrr5BIJODz+eDz+Rg0aBBiY2Mxb948/PHHH40xTkIIIS2Qucm2TdH6QBsYDR06FHFxcTh+/Dj27duH/+zcxU2Q5gkAhkHkwkXg8/lmbevUZzuvrpWrJ3r0wJrVq+E+JgpVNZrgy5JVl9DQUCgUCkydOhVuL82H0FWK8qsnUfbHQbOSqlvCz6u5WLzio1ar4ejoCADw8PBAdnY2AKBLly64du2adUdHCCGkRdNNtjWkMXNp6qINgtavX48vNnwGQNOYtMPw2fCe9x+zV1eAumvnaOvy6DY8NTQO3VWq48eP416mpnI0GrDq0rmzpv+YyN0H9r5PQ9jBvJ+FOdc0xs+rrq7xTcniwKdnz57466+/AADPPvssVq9ejZMnT+Kjjz6Cv7+/1QdICCGk+Rn70NIm25YYKTZY31waa1Gr1Vi4KAoOgf3hNX09nPuMhsDe0aygRcva23mmVlPMXXWpPfeOvV4GBJpWGoYLPyYCAiH4zhKjxSEb6+dlyTZhY7M48Fm2bBlqajSTFRMTg7t372Lw4MH4+eef8dlnn1l9gIQQQppXXR9apto7NHfrA2sELZZu55la2TC1mmLuqkvtuVflpsPxmZcMt9J4WPjRoftAdBjymqY4pJHcJ2v/vIy12DB3xc3aLM7xeeGFF9j/9vf3x5UrV1BUVIQOHTqwJ7sIIYS0Debmthg6gu7TpSvim/lotDVykMytndOxY0ez6hkNHjwY3j4+mjuZGgA6nd8tXHUxNveK2+ehSE9jv+a3E8LRyRllV35DxZXfAADKjD+Ro3NNY/y8zD319/LLL1vte5pS7zo+utzc3KzxNIQQQloQS46qG0vkrc/KQUMrQOuyJGgxxpy6PD5duiI/Px+TJk0yGSQKBAJ8HBsLACj8aQ2EvcbqHXeP37PH7NdsaO6fffZZfP3110hPT0dAQADmzJnD5hcZq9zckHk2Rrvi5jV1bp0VtFNTU636fetiduDzxhtvmHXdd999V+/BEEIIaTnM/dDStn0w1d7BHNaoAK3L3KClrtUVc+ryrEtMROTCRWYFiQKBACEhIfj555/hpsrDDSuskhmae0NtpGpf09Cflynmrrjl5OTAwcGhUceiZXbg8/3336NLly7o1asXW7SQEEJI29XUR9WtVQFaqVRi48aN7GpH3JrVeOWVV4wGLeasrpjaznNzczMaJIJhYNe1NzJ/+QobNmzA3Llz2bv++vNPnD59ulFXXZqTuStuXl5eKCkp0bu/MZgd+MyePRu7du3CrVu38MYbb2hqB9AWFyGEtFnW2CYylyXbanUFBosWLcL6+E9Ro65mbxMIRRgzZgzO/3GhQTlIdW3n7dy5E4B+kFhx7RSKkjdDLc8FACxYsADr1scjfv06TlHGtsrcFbegoCAcOnSoScZk9qmujRs34v79+3jvvfewf/9++Pj4IDw8HIcOHaIVIEIIaYO0H1ry1AQo7v6J8iu/oTLjLzA1aqsffbbG6atx48Zh7br13KDH0Q0CNx/s27cP4RPDkJycjB07diA5ORm302/We0updvVoQ/WMKq6dQv7eWIgkXfROMxlr+F1bS6l9U18t8dSfRcnNdnZ2mDx5MiZPnoy7d+/i+++/x5w5c6BSqXDlyhW2sCEhhJDWTyAQ4JVJ4Vizdh3nhJDA0Q0CRzeoctMtSsKtS0O31RITE7Fv3z6IA/pzGm/KTydCcTMNImkA4j/bgFWrVkEkEtU5lvokV9de2QDDoCh5s9GeWOUHV7PfSygUGnzOuvKdrJVI3hTMOfWnUqmabDz1PtXF4/HYJqXauj6EEELaDplMhri4ODgE9IPzAJ1gIjUBivQ0REVFWe3oc0O21dRqNf45+22IA/pxGpLadX4cktBlyJfFQJmTDrVKk/tjKOlXSyaTYX7EAtzLzGBv8/bxxafx6+t8rbUToO269oZanguXkCiDK1hO/cYD0LSBCg4ONjgOY/lOEyZMgLvEE4X5eez1DUkAbwrWPPXXUBYVMKyqqsLOnTsxYsQIdO/eHRcvXsTnn3+OjIwMWu0hhJA2pK42DZIJH8AhsD92Je622tZLQypAHz9+HA+Ki+ASNMlwc84BE6EuKwQApKenGx2DTCbDhAkTkJWTx7k9KycPEyZMMFloT7cxafEvXwGoYwXLXVPHJycnR+++uubeoec/AAAVzvrbZ8aKAdbeLlMqlc2yfVZXk9mmZHbgM2fOHHTs2BGffPIJRo8ejXv37mH37t14+eWXwedbXACaEEJIC9ZYXdeNaUguiLnbZAAQEBBg8Bq1Wo1Z/5wNALD3fZoTVNj7Pg0AmDV7tskgQdslfv369QDq6IlVqOnV5eXlpXefsblnatQoTt4CcUB/SCZ8YFbPMENVtx0cnVpE64jmYnbE8tVXX8HZ2Rl+fn747bff8NZbbyE0NFTvHyGEkNavObqu666Y5GyPQmZ8OHK2R8FdlVfnUXZzG6XyBe0wZ84cg9ekpKSgsLDwYVCxDKKO3aDMuYFqeS6c+o2FvX8/FBYUISUlxeTrEAgEmDt3bp0rWKVpPwIAgoKC9B5vbO6r7l3WbJ8FmReM1m4V4T56EQAeRL7PtIjWEc3F7Byf1157jVpSEEKIjWjKo+y6LMkF0SYhZ2VlQSL1gjw1kZPjA+g05+QJsCBivtHE5pSUFICpgUtQOBTXT3OOoAOahG4wmi2jYcOGmXwdAoEAvXs9g3379iE/aYUm4fph/SB56m7w7l9ir6vN2Nyry4oBmBeM1t4uA8Mgf/8ao8nW5pYLaAssKmBICCHENlij4nF9mVPbxtCJJ+TmID8pBi5BE3WCjEQo0tMwduxYxMXFmfzeqgc5KDywFuLAfnAJidJJ6E6EouwMjh49ihUrVph8nsWLF2Pfvn0QSQOhzE1Hjs5pJvAECJsw3uhjjc29wLGDZoxmBKO1q25XZv5VZ7J17SrcbRkl5xBCCNHTEuuvaBnr9i3yCoTi9jnONpld8S0kJCRg7969dT6n9sP+Qcp37KoIN6Fbk0OTevoMdu/eXedzKZVKrIv/FOKA/vCavg6d394C6eRV8AiJgucrK2Hv1wv/O3zE6OONzT14AvCE9pCnJphMAK+9XWbJalFbR4EPIYQQg+qbc9OY6jrx5PXaOoj9ekMilWL79u1ITk5GQV4uwsPDTT7v0KFD4eziCnVZEVyMJHS7BIUDjBrvzJ1bZ5Lzxo0boVYp2VwcHl8Ae9+n4fD4IPB4PNh1fAxqlbLO8Ria+9wd78HN1QmKW2dNBqO18574Di6cr2vTrhZ5enqanKvWjgIfQgghRmlPKTW04rG1mDpt5hIUjvzcXHTu3NmiI9MCgQBvvD4DgOlVkfzc3DpPs2mPzOs+T8W1U8jaNAu5O/8F+ckd7O379+83+jyG5j73/n0kmRGMGiwPwONDnmo42Vqeuhvgte3cHq16FzAkhBBiG1pSP6nGPG02duxYxMfHm8yhMfX82iPz2ufRtq7QzRsSFGsKJGpbVxgLJA3NvTkJ4LULKgqlgQBTA0V6GvJlMXDRadYqf9isFWCQl8etYdQW0YoPIYSQVsPco+v1OW02ePDgh6fDDOfQyFN3gy92BgDk5uYa3e6aM2cOBEIR5KkJqFGrOK0rtFtzok6PAQDEfr31au+Yw5xigLrbZdpVJtchr0GZf5ezWqTKvwvXIZoAzNqn9FoiCnwIIYS0Gg2p8Gyq4adAIMDGzzdoVkWSVnByaPKTYqBIP4MaRQkATZd1Y4X/RCIRIiPmQ5Gehtwd72tOUxnYmgMAp37jrVoIsjbtdtkvv/wCdw8JlNl/o9NbX7HJ1tLJq9Dxra+gzL7aaKf0Whra6iKEENJq1N7CcdbZsil5uGVjqHFqXQ0/dbeZwsLCEBUVpdeYFTwBRNJAuI2YzembFRYWZjDRe/VqTRPSuHXrAJhuXdGYp6kEAgGGDRuGTV9/pTkNtzcWzgMmQhzQD6qCuyjcG2t03toiWvEhhBDSqlh62szY8XdjFYtXr16NxF07IfGUPryFB3u/XvCavs6sNhG6z3Pov/8FYLp1RVNsMbXEU3rNgQIfQgghrY65p83qOv5eV+AyceJE3M/Oethzi4HrwFfq1bPsH//4h9GtOQAoTfuxSbeYWtopveZAW12EEEJaJXNOm9WuYKzLVMVigUAAiUQCAFAWZoJRK2Hn/SR4/EfbQaZOkRnbmlM+yAQQAMXt89i0bVuTbjG1pFN6zaHVrPisXLkSAwcOhIODA1xdXQ1ek5GRgZCQELRv3x4eHh6YN28elMq6i0QRQghpuxpy/F0mk2HBwkUAgKL/forcnf9C1qZZqLh2ir3GnFNkBosRJiwDAGzbts2s1RZTidnEfK1mxUepVGLixIkICgrC5s2b9e5Xq9UYNWoUJBIJTpw4gcLCQkyfPh0Mw2DDhg3NMGJCCCHNrb7NVrV5QeKAfvAasehRz67TicjfGwvJuCUQPzbA7J5ltWvveHl5oaSkBCEhISZfg7mJ2cQ8rSbwWb58OQDjzVIPHz6MK1euIDMzE506dQIArF27FjNmzMDKlSvh7OzcVEMlhBDSQtSn2WrtvCDdTuaS0GXIT4pB0S9fQ3TxCCpvnTX7NJTuFpNKpcLPP/9s8jGcAGzqXLNOlJG6tZrAx5TU1FT07NmTDXoA4IUXXkBVVRXOnTuH4OBgg4+rqqpCVVUV+3VJiaZGg0qlgkqlYv9b939tGc0FF80HF80HF80HV3PNR/z6dZg2bRrKD66GU7/xELr7QFWYibK0H4HsS4jftg01NTWoqdEkH584cQIF+XmQTpoHUTseAEbn2XiQDp6E3IRl8KjOQ/yePQgJCbH4NZkzF2q1Gu8vWQK3Hs/BfUwU8DAAE/t2h7PPUhT+tAbvL/kXXn755VZ/DN0avxvmPpbHMAxj+rKW4/vvv0dERAQePHjAuX3WrFm4c+cODh8+zLndzs4O33//PSZPnmzw+aKjo9nVJF07duyAg4OD1cZNCCGEkMZTUVGBKVOmQC6X17nL06wrPsaCDl1paWno27evWc/H4/H0bmMYxuDtWkuWLEFkZCT7dUlJCXx8fDBy5Eh24lQqFY4cOYIRI0ZAKBSaNZa2iuaCi+aDi+aDi+aDqyHzoVarkZqaipycHHh5eSEoKMjiVQ5zn+PEiRMYNWoUpJNi2NYSupTZ15GbsAwHDx7EoEGDLBqDljlzsWfPHsycORPe72wFT2Svdz9TpcC9jdOxefNmhIWF1WscLYU1/r+i3bExpVkDn3fffRevvPJKndd07drVrOfy8vLC77//zrmtuLgYKpUKUqnUyKM0K0J2dnZ6twuFQr3JN3SbraK54KL54KL54KL54LJ0PqyV3CsUCo2mPegaMmQIPCSeyDuRYDAvqOBEAjw8pRgyZEiDt5jqmouOHTtCoVCgNMdwYnZV7l0oFAp07Nixzfx+NeT/K+Y+rlkDHw8PD3h4eFjluYKCgrBy5Uq2Uy2gSXi2s7NDnz59rPI9CCGENK3mSO6tb1sMa6tPYjYxrdUkN2dkZKCoqAgZGRlQq9W4cOECACAwMBCOjo4YOXIkevTogWnTpmHNmjUoKirCokWL8NZbb9GJLkIIaYXqOl3lEboMBbIYREQuxNixY60ehGhr70QsiETm9ij2dp8uXRHfRCepdAOw/KQVsPfrA147EZhqJSpvn7PoRBl5pNUEPv/+97/xww8/sF/36tULAJCcnIyhQ4dCIBDg4MGDmDNnDp577jmIxWJMmTIFcXFxzTVkQgghDdCQqsvWULv2TseOHTF48OAmDTRCQ0OxaNEirIv/lNM0VSAUYdGiRXSUvR5aTeDz/fffG63ho+Xr64sDBw40zYAIIYQ0qoZUXbaW5m7vIJPJEBcXB3FAPzgPCGe3+kpOJyIuLg4DBgyg4MdCraZlBSGEENuiW3XZEHPaRbRm9W2wSupGgQ8hhJAWSZvca6izuS0k92q3+pwHhNerMzwxjAIfQgghLZI2uVeRnoYCWQyqsv5GTVUFqrL+RoEsRnO6at3aNpvc2xK2+tqiVpPjQwghxPa0hNNVzaW+DVZJ3SjwIYQQ0qK1hNNVzaGhdXzUarXNzZk5KPAhhBDS4tX3dFVTffg3xvdpSCFFa1W7boso8CGEENImNdWHf2N+H1NbfWPHjkVKSgon4Nq3b1+TV7tuTSjwIYQQ0uY0VauLpvg+xrb69u3bBz//AE7A5e3bBYqKimapdt1a0KkuQgghbUpT1b9pyjo72q2+yZMnY+jQoeyqTqFICq+pcfBZsBteU+NQJJKisCAfok5P0BF4IyjwIYQQ0qY0Vf2b5qqzY07AVXrhv2Bq9AMuOgJPgQ8hhJA2pqnq3zRXnR1TAZdLUDjUJXmoundZ77F0BJ4CH0IIIW1MU7W6aK6WGuYGXNWlhZzbbaHatTko8CGEENKmNFWri+ZqqWFuwFV2/qDNVbs2BwU+hBBC2hRjrS4qMy8jd/tiVNw8gzffeN0q3+vNmW+goolbapgTcHlIPCERVCBnexQy48ORsz0K7qo8mz/KDtBxdkIIIW2Qwfo3PD7wMFD48MMP8e3m7+pda6d27Z6K9LOouHmGvb8xW2qYU9hw28MaP1S5WR8FPoQQQtokbf2blStX4sPoaDgE9IXzgPAG19oxVLtHmXsbD1K+Q1X2VSxfvhxLly5t1CDD3B5m9al23dZR4EMIIaRN+3bzd3Coo6Df23PehUKhQOfOnU2uitQ+Sq59PnufHpBOXY0CWQy+/W4Lli5d2mivR9seo6qqClu+2wwAyMvLo1UdM1GODyGEkDbLnFo7ebn3MXXqVAQHB8PPPwAymaxBz9eYBQJ3796Njp06Izg4GFOmTMHw4cPx+hszYWdnh6FDh1LQYwZa8SGEENJmmXv02+2l+RC5+7DbXwkJCZBIJHr5Mc1VuwcAFi9ejDVr1wE6hQkFjm7IVQqpB5cFKPAhhBDSZuke/bbr/Lje/dqj30JXKbv9lbM1EpNfnQq1Sslep206au7zWbt2z549e7BmzRqIA/rDJehRnpL8dCIUN9Mg8gqw+R5c5qKtLkIIIW2WqaPf8tO70c5FCjvvJwEAiuunocxJh8j3/zg9sApFUs0pqoKCJq/do1Qq8dasf0Ic0A+SCdwWFZLQZRAH9oO6rNjme3CZiwIfQgghbZaxmj5VWX8jPykGiptp6BA8EwCguHMBhYc3PgwwPjDYAytyURTWxq0x+HyNUbtHJpPB28cXD4qL4BI0yXCLigEToS7TVGk+evQodu7ciZSUFKs0R22LaKuLEEJIm2bs6LfA0R2ScUsAAFmbZkEtzwUAuATVkbi8PQoSicSso+QNpT02L/T0B5ALdWUZyq/8BoFjB9h5PwkeXxNcafOKACAmJubReB5uz1HeDxcFPoQQQto8bU2f48ePIysrCwsiF6LMyRcMalCw9xOIA/tB1HM45Cf/Y1bi8uTJkxu1QKDusfl20kAo824jf080e7/ARQq34Jlw6D6QzStCOxGk4TEQSf0aVKeoraPAhxBCiE0QCARsQT+xWIwJEyagMuOiZmsrdBmqMi9BftL8xGXd5zOXtgbP/fv34eDgALVaDaFQqHed9ti865CheHBsK8QBfeESNImT1Jy/NxYe495D+cWjAE8A91ERsPfpAYBbp4iSnrkox4cQQojNCQ0NxfLly8GoKtmtLTvvJyFwkULeSInLMpkMfv4BCA4OxsyZmryip//v/wzWDdIehy+98F+DOUeShzlHhQc/hSI9DQ5PDIbj40O4Y1ZXg+8sRebdO5g/fz6USqXe97FFFPgQQgixSd26dQPwqCYPjy+AW/BMKG6mId/KicvafJ1CkRReU+Pg/c5WAECR0BNhYWF6wY92VUldkmc058glaCIYlQIA4P7CO5z7i5O/Q2b8JJSd3w8A+OKLL+Dg6ITFixdbPPa2hra6CCGE2CRPT08A3K0th+4DIRm3BEXJm5FjpcRlQ20ueAIGgBruY6KgqFLqbUcNHjwYjk5OKCstNZlzVPs1FCd/h5IzMv2aP6kJWLNmDQBg9erVFr+OtoJWfAghhNguHh/yVO7WlkP3gej01lcQdXocAA9xcXG4nX6z3gnCdbW5QB1tLvgPT22p8u8afF5tzpHEU8rWFaqpVqLk3H6IA/rr1/yZ8AHEAf2wLv5Tm972osCHEEKITcrLywOYGijSDWxt7Y2FMvsaAAadOnVqUGJwfdpcHD9+HCXyBxA4uhnNOZKnJsJT2hFffL6BrStUnPwdoFbVsT0WDrVKiY0bN9b79bR2tNVFCCHEJmnzaFyHvIbSP//H2dpq5yKF65BpeHBsa4PbT9SnzYU2CHId+gYKD6xFviwGLgMmQujRBaqCu5Cn7oYiPQ3/jIjAxIkTAQBvvvkWSm6e0Yzf3dvgWLRBVnp6eoNeU2tGgQ8hhJA2Q61WIyUlBSkpKQCAoUOHGu1arm1nUZj9Nzq99RWUWX9DXVYMgWMHiDo/gcK9sVZpP8F+n9OJbI4Py8hpMW3+UXXxfbgMmoyyi79wAjOBozsAYOzYsZDJZHj7nXdRUiJn77+/eQ7chs+GQ/eBnLFog6yAgIAGvabWjAIfQgghbYJMJsOs2W+jMD+PvS1m5Sq4u7tj09df6eXoaNtZhIWFoXBvLJwHTIQ4oB9UBXdRuDdWc4prz54G17/R/T4Fshg4D5gIkbQLABEKf1qj931kMhnmL4gEAMhP/gcAwHf2hMtzr0Lo1gn89q4oTdsLD3cnFBQUIDw8HPb+feH1wmJOInP+3lhIxi1hgx/t9phAKMKcOXMa9JpaM8rxIYQQ0urJZDJMCAtDhXMXTnNRsX9fFBbkY8KECQbr5WjbWbgrc5GzPQqZ8eHI2R4Fd1WeVSse1/4+9zZOBwC4qfI530d77L3o4bF37euwk3SF/OQOVMtzUZq2F4r0NISHTUDkwkWG6/xM+ADigL4o+uVrqBVlD3uTrYAiPQ2REfMhEoms8rpaI1rxIYQQ0qqp1WrMXxAJsX9fSCZ8wG4laQKAZchPikFl5kXMXxBpsIKxbjuLxmg/Yez7AMBff16Avb09+zpqH3vnvo4VeHD8P+A7uEDkFYi1a9cCALymzjWayJyzPQr3PnsFAMBvJ0RUVJRNH2UHaMWHEEJIK3f8+HHcy7hrvHt50EQwSgXuZdzVOzKupW0/MXnyZKM5Qdag/T5hYWHs17qvw9ixd20gA0YNj9GR8HptHURSTZ6OqdNiQi9Nocb/Hjxg80EPQIEPIYSQVs7c4+K61zY2bZL1zp07kZKSArVabfIxdb0OpkYNtaIMAFCZcRFgGLR/agQA03V++HwBfLp0xbBhw+r1Wtoa2uoihBDSqpl7XFz32sYkk8kQsSASmRmPvq+PbxesjVsDiUSC+/fvw8vLS+9xxl5HxbVTKEreDLU8FwBQkpqA8ispcBk0BeDxUWLgtJgmkXk3eCIxqrKvIj4piZqUPkSBDyGEkFZt8ODB8PbtgsLUBE6OD8ANADp7eTb4aLop2uRkcUA/eE2dy56yyv3lK4S/Mhmo0az8iMVi7Ny5E/v372cTmw0de6+4dgr5e2MhDugHl5AoTnf2ooPxABi2eKEzp85PIhTpaXB2ccEbc/4JNzc3qNVqCn5AW12EEEJaOYFAgE/Xr4Pi1lnkJ63gVGDOT4qBIv0MGKUCn65f16gf/LWTk7WnrNRlRVDmpEPs14c9qSWdFAMAmDZtGnvaTHvsvSI9DflJK1CZeRlFv37z8NTWMgPd2ftCIBRh165deqfS2uVfh7OLK0rkcsTHxyM4OBh+/gEGT7bZmlYR+Ny5cwczZ86En58fxGIxAgIC8OGHH+r1GsnIyEBISAjat28PDw8PzJs3z6b7kRBCiK0IDQ1F0p49cCi5ywkAFLfOwV0iQVJSktWOphtjKDmZqVGjKHkzxIHc4EXU6TEAgNivNyIiF3JzgBgGlRkXkbvjPahL8k22n/D09MTtW+lITk7Gjh07sHz5cpSWyFEteYxzJL5QJDXYCd7WtIqtrqtXr6KmpgZff/01AgMDcenSJbz11lsoLy9HXFwcAE2kPWrUKEgkEpw4cQKFhYWYPn06GIbBhg0bmvkVEEIIaWza4+LmVm62NkPJyVX3LkMtz4VLSJR+g1IATv3G4873C3H8+HEMHjwYEQsi4RDYH+7jlkB+chdKUhPM6vGlPS2mVqvh5x8Ah8D+ekfiPUKXoUAWo9cJ3ta0isDnxRdfxIsvvsh+7e/vj2vXruHLL79kA5/Dhw/jypUryMzMRKdOnQAAa9euxYwZM7By5Uo4Ozs3y9gJIYQ0HYFAgGHDhjXLCSZDycnqsmIAdZw4c/cBoAletCtGXlPngi8QQtz1/1CSmmBRjy/d5zC0SuQ8YCIyt0fh+PHjGDp0aMNecCvVKgIfQ+RyOdzc3NivU1NT0bNnTzboAYAXXngBVVVVOHfuHIKDgw0+T1VVFaqqqtivS0pKAAAqlQoqlYr9b93/tWU0F1w0H1w0H1w0H1xtfT4GDBiAbo89hqI/9sLZJwrg8QFXd5SLxRAUZ7DbWwBgx2cAAHz5PYjFYnh5eeH+/fsQi8Vw8uoCnoCBXZceKJd2gVL3+bSYGpT9sQ/dHuuOAQMGsHNa+zlqE0m7QC4W4/79+y3q52CN3w1zH8tjGEZ/Zlq49PR09O7dG2vXrsWbb74JAJg1axbu3LmDw4cPc661s7PD999/j8mTJxt8rujoaCxfvlzv9h07dsDBwcH6gyeEEEKI1VVUVGDKlCmQy+V17vI064qPsaBDV1paGvr27ct+nZ2djRdffBETJ05kgx4tHo+n93iGYQzerrVkyRJERkayX5eUlMDHxwcjR45kJ06lUuHIkSMYMWIEhEKhWa+traK54KL54KL54KL54GqK+di/fz/eX7IE9zIz2du8fXzwcWwsQkJCONeq1WqkpqYiJycHXl5eCAoKskrei6ExAICDfx849RsPobsP+PJ7+GS0P2bOnIlNmzYhJCQEarUaT//f/6FI6An3MY9WeBQ3fkfxsa1Ql+Q/ejKeAGDUeq/N2HMAAJgaFP60Bm6qfPz15wWjr7Wx5qUu1vjd0O7YmNKsgc+7776LV155pc5runbtyv53dnY2goODERQUhE2bNnGu8/Lywu+//865rbi4GCqVClKp1Ojz29nZwc7OTu92oVCoN/mGbrNVNBdcNB9cNB9cNB9cjTUfujV0XCbMYmveZJ1ORFhYmF4zUENFBuPXr2vw6S9Dvb8KCgoQuXAR7ny/EICmjg9G78SmTZvY7ycUCvFxbCzCwsKgqFI+qstj54IqCKFSKCCSBqD9UyPQ/smhqC68p/fajD5HwV2UnN4NRXoaNu3Zw/YHMzSHjTUv5mjI74a5j2vWwMfDwwMeHh5mXZuVlYXg4GD06dMHW7ZsAZ/PTdoKCgrCypUr2V8yQJPwbGdnhz59+lh97IQQQlqOuhp81j7NtG/fPoNFBgsNBEj1pT1lpWv8+PFsMOTl5YWSkhK9VShtF/eIBZHI3B716PmEIr2TWgIjJ7WMPYdPl66Ir+O1GSu+aM15aQlaRR2f7OxsDB06FD4+PoiLi0N+fj5ycnKQk5PDXjNy5Ej06NED06ZNwx9//IGjR49i0aJFeOutt+hEFyGEtHGmGnw6D5iIzLt3kJKSYrDIoDZAEgf006+r0wC6Pbu0R9YnT56MQYMGGX1MaGgopy7P+vXroVYpTb423QastZ8jOTkZt9NvGg1cjBVfbKx5aU6tIvA5fPgwbt68iV9//RXe3t7o2LEj+09LIBDg4MGDsLe3x3PPPYfw8HCMGzeOPe5OCCGk7TK3UWlKSopZAZKxLu6WkMlk8PMPQHBwMKZMmWJR9WTdbvHadA1z6vkYew5TtYzMDRytMS/NrVUcZ58xYwZmzJhh8jpfX18cOHCg8QdECCGkRbGkUSlgeRBhKXO2jcxNGDb3tTWkAau5gWNTdbdvTK1ixYcQQgipi7bBZ8npRDBMDec+hqlByend8OnSlc27UeXfNfAs1gkizNk2en/Jv8x+PnNfW0MasOoGV4ZYY15aCgp8CCGEtHraBp/aTuW6jUoLZDFQpKchft1aTb5oIwcR5mwb3cvMsPpra8iR86YIrloKCnwIIYS0CdrTTLU7lbur8tgTSU0RRJi7bWTt19YQTTEvLUWryPEhhBBCzGGohs7gwYM5H9j1Pe5trhs3bgAwP9/IXOa8toZo7HlpKSjwIYQQ0qYYqqFTW2MFEWq1Gt98uxk8oT3kqYmQTFjG2e5imBrIUxPh7eNbr+c357WZO05Dr72xg6uWgAIfQgghNslaQYSu48eP415mBlyHTMeDY1uRL4uBi071ZHmqpnryaytWWPX7WsJUdebGmJeWhAIfQgghxEq0+T1OfUZD6NYZRcmbkaNbgdnZEwAQEBDQLOOzlerMdaHAhxBCCLES3WPhDt0HQtztWVTduwx1WTEEjh0AngC5O95jW1Y0JUvaerSlra3a6FQXIYQQm6LbRiIlJcWqbRhqHwvn8QWw930a7Xs8Dzufnig9kwSfLl0RFBTU5OO0perMdaHAhxBCiM1oSBsJc1jrWHhjjNOWqjPXhba6CCGE2ISmym8x51i4SqWq9zgTExPh4eFh8amrpmh90RpQ4EMIIaTNa+r8lvoeCzdnnK9MeRVqlZJ9jO6JrLpot+EKTydynhtoe9WZ60JbXYQQQtq85shvsaQ7uiXjVKuU6DB8NnwW7IbX1DgUiqQICwszuQ1mS9WZ60KBDyGEkDavteS3mDtOgdhJr/FpRORCkwnQjd36ojWgwIcQQkib11q6j5s7ToFjB/Y2S1esQkNDcftWOpKTk7Fjxw4kJyfjdvpNmwh6AMrxIYQQ0ooZa71QW2vJbzE1TnnqbrRzkcLO+0nO4yxdsWrr1ZnrQis+hBBCWiVLjny3lvyWusaZn7QCivQ0dAieCR6fO86WsmLVGtCKDyGEkFanPkfTW0v3cWPjFAhFEHkFQPzYAM71LWnFqjWgwIcQQkir0pCj6a2l+7ihcebn52PSpEkokMXAWafxaclpTePT+D17zHod5m4PtlUU+BBCCGlVtEe+vabONX40fXsUjh8/bjCPxdr5LY0VSBgap0AgaNCKlanO7LaAAh9CCCGtSks6mt7UgURDVqyoM7sGBT6EEEJalZbSeqG5Aon6rFhRZ/ZH6FQXIYSQVqV2B3RdTZXoWzuQsOv8eL0KCjYV6sz+CAU+hBBCWpWWcDS9tQUSLWl7sLnRVhchhJBWp7mPpre2QKKlbA+2BBT4EEIIaZWa82h6awskWkvl6qZAgQ8hhJBWq7laL7S2QEK7PRgWFtbgOkCtHeX4EEIIIRZqCXlGlqLO7Bq04kMIIYTUQ3PnGdVHa6lc3Zgo8CGEEELqqTUGErbcmR2gwIcQQghpEFsPJFobyvEhhBBCiM2gwIcQQgghNoMCH0IIIYTYDAp8CCGEEGIzKPAhhBBCiM2gwIcQQgghNoMCH0IIIYTYDAp8CCGEEGIzKPAhhBBCiM2gys21MAwDACgpKWFvU6lUqKioQElJCYRCYXMNrUWgueCi+eCi+eCi+eCi+XiE5oLLGvOh/dzWfo4bQ4FPLaWlpQAAHx+fZh4JIYQQQixVWloKFxcXo/fzGFOhkY2pqalBdnY2nJycwOPxAGiiSB8fH2RmZsLZ2bmZR9i8aC64aD64aD64aD64aD4eobngssZ8MAyD0tJSdOrUCXy+8UweWvGphc/nw9vb2+B9zs7O9Av6EM0FF80HF80HF80HF83HIzQXXA2dj7pWerQouZkQQgghNoMCH0IIIYTYDAp8zGBnZ4cPP/wQdnZ2zT2UZkdzwUXzwUXzwUXzwUXz8QjNBVdTzgclNxNCCCHEZtCKDyGEEEJsBgU+hBBCCLEZFPgQQgghxGZQ4EMIIYQQm0GBjwkHDx7Es88+C7FYDA8PD4SGhnLuz8jIQEhICNq3bw8PDw/MmzcPSqWymUbbNKqqqvDMM8+Ax+PhwoULnPtsZT7u3LmDmTNnws/PD2KxGAEBAfjwww/1XqutzAcAbNy4EX5+frC3t0efPn1w/Pjx5h5Sk4iNjUW/fv3g5OQET09PjBs3DteuXeNcwzAMoqOj0alTJ4jFYgwdOhSXL19uphE3ndjYWPB4PERERLC32dpcZGVlYerUqXB3d4eDgwOeeeYZnDt3jr3fluajuroay5YtY983/f398dFHH6Gmpoa9pknmgyFG7dmzh+nQoQPz5ZdfMteuXWOuXr3K7N69m72/urqa6dmzJxMcHMycP3+eOXLkCNOpUyfm3XffbcZRN7558+YxL730EgOA+eOPP9jbbWk+/vvf/zIzZsxgDh06xKSnpzP79u1jPD09mYULF7LX2NJ87Nq1ixEKhcw333zDXLlyhZk/fz7Tvn175u7du809tEb3wgsvMFu2bGEuXbrEXLhwgRk1ahTj6+vLlJWVsdd8/PHHjJOTE5OUlMRcvHiRmTRpEtOxY0empKSkGUfeuM6cOcN07dqVefrpp5n58+ezt9vSXBQVFTFdunRhZsyYwfz+++/M7du3mV9++YW5efMme40tzUdMTAzj7u7OHDhwgLl9+zaze/duxtHRkYmPj2evaYr5oMDHCJVKxXTu3Jn59ttvjV7z888/M3w+n8nKymJv27lzJ2NnZ8fI5fKmGGaT+/nnn5nHH3+cuXz5sl7gY4vzoWv16tWMn58f+7UtzUf//v2Z2bNnc257/PHHmffff7+ZRtR88vLyGADMb7/9xjAMw9TU1DBeXl7Mxx9/zF5TWVnJuLi4MF999VVzDbNRlZaWMt26dWOOHDnCPP/882zgY2tz8d577zGDBg0yer+tzceoUaOYN954g3NbaGgoM3XqVIZhmm4+aKvLiPPnzyMrKwt8Ph+9evVCx44d8dJLL3GW3FJTU9GzZ0906tSJve2FF15AVVUVZymzrcjNzcVbb72Fbdu2wcHBQe9+W5uP2uRyOdzc3NivbWU+lEolzp07h5EjR3JuHzlyJE6dOtVMo2o+crkcANjfhdu3byMnJ4czP3Z2dnj++efb7Py88847GDVqFIYPH8653dbm4qeffkLfvn0xceJEeHp6olevXvjmm2/Y+21tPgYNGoSjR4/i+vXrAIA///wTJ06cwMsvvwyg6eaDAh8jbt26BQCIjo7GsmXLcODAAXTo0AHPP/88ioqKAAA5OTmQSqWcx3Xo0AEikQg5OTlNPubGxDAMZsyYgdmzZ6Nv374Gr7Gl+agtPT0dGzZswOzZs9nbbGU+CgoKoFar9V6rVCptU6/THAzDIDIyEoMGDULPnj0BgJ0DW5mfXbt24fz584iNjdW7z9bm4tatW/jyyy/RrVs3HDp0CLNnz8a8efOwdetWALY3H++99x4mT56Mxx9/HEKhEL169UJERAQmT54MoOnmw+YCn+joaPB4vDr/nT17lk22Wrp0KSZMmIA+ffpgy5Yt4PF42L17N/t8PB5P73swDGPw9pbI3PnYsGEDSkpKsGTJkjqfz1bmQ1d2djZefPFFTJw4EW+++SbnvtY+H5ao/Zra6uusy7vvvou//voLO3fu1LvPFuYnMzMT8+fPx/bt22Fvb2/0OluYCwCoqalB7969sWrVKvTq1Qv//Oc/8dZbb+HLL7/kXGcr85GQkIDt27djx44dOH/+PH744QfExcXhhx9+4FzX2PPRzmrP1Eq8++67eOWVV+q8pmvXrigtLQUA9OjRg73dzs4O/v7+yMjIAAB4eXnh999/5zy2uLgYKpVKL2Jtqcydj5iYGJw+fVqvj0rfvn3x6quv4ocffrCp+dDKzs5GcHAwgoKCsGnTJs51bWE+zOHh4QGBQKD3F1leXl6bep2mzJ07Fz/99BOOHTsGb29v9nYvLy8Amr9mO3bsyN7eFufn3LlzyMvLQ58+fdjb1Go1jh07hs8//5w97WYLcwEAHTt25HyGAMATTzyBpKQkALb1uwEAUVFReP/999n32Keeegp3795FbGwspk+f3nTzYbVsoTZGLpczdnZ2nORmpVLJeHp6Ml9//TXDMI+SV7Ozs9lrdu3a1SaTV+/evctcvHiR/Xfo0CEGALNnzx4mMzOTYRjbmg+GYZh79+4x3bp1Y1555RWmurpa735bmo/+/fszb7/9Nue2J554wiaSm2tqaph33nmH6dSpE3P9+nWD93t5eTGffPIJe1tVVVWbTGAtKSnhvE9cvHiR6du3LzN16lTm4sWLNjUXDMMwkydP1ktujoiIYIKCghiGsa3fDYZhGDc3N2bjxo2c21atWsV069aNYZimmw8KfOowf/58pnPnzsyhQ4eYq1evMjNnzmQ8PT2ZoqIihmEeHVceNmwYc/78eeaXX35hvL292+Rx5dpu375t9Di7LcxHVlYWExgYyPzjH/9g7t27x9y/f5/9p2VL86E9zr5582bmypUrTEREBNO+fXvmzp07zT20Rvf2228zLi4uTEpKCuf3oKKigr3m448/ZlxcXBiZTMZcvHiRmTx5cps9slyb7qkuhrGtuThz5gzTrl07ZuXKlcyNGzeY//znP4yDgwOzfft29hpbmo/p06cznTt3Zo+zy2QyxsPDg1m8eDF7TVPMBwU+dVAqlczChQsZT09PxsnJiRk+fDhz6dIlzjV3795lRo0axYjFYsbNzY159913mcrKymYacdMxFPgwjO3Mx5YtWxgABv/pspX5YBiG+eKLL5guXbowIpGI6d27N3ucu60z9nuwZcsW9pqamhrmww8/ZLy8vBg7OztmyJAhzMWLF5tv0E2oduBja3Oxf/9+pmfPnoydnR3z+OOPM5s2beLcb0vzUVJSwsyfP5/x9fVl7O3tGX9/f2bp0qVMVVUVe01TzAePYRjGehtnhBBCCCEtl82d6iKEEEKI7aLAhxBCCCE2gwIfQgghhNgMCnwIIYQQYjMo8CGEEEKIzaDAhxBCCCE2gwIfQgghhNgMCnwIIW1O165dER8f3yjPPXToUERERDTKcxNCGh8FPoSQZjVjxgyMGzeuXo/9/vvv4erqqnd7WloaZs2axX7N4/Gwd+/e+g2QENKm2Fx3dkJI2yeRSJp7CISQFopWfAghLda6devw1FNPoX379vDx8cGcOXNQVlYGAEhJScHrr78OuVwOHo8HHo+H6OhoANytrq5duwIAxo8fDx6Px35taKUpIiICQ4cOZb8uLy/Ha6+9BkdHR3Ts2BFr167VG6NSqcTixYvRuXNntG/fHs8++yxSUlKsOAuEEGuiwIcQ0mLx+Xx89tlnuHTpEn744Qf8+uuvWLx4MQBg4MCBiI+Ph7OzM+7fv4/79+9j0aJFes+RlpYGANiyZQvu37/Pfm2OqKgoJCcn48cff8Thw4eRkpKCc+fOca55/fXXcfLkSezatQt//fUXJk6ciBdffBE3btxowCsnhDQW2uoihLRYuknEfn5+WLFiBd5++21s3LgRIpEILi4u4PF48PLyMvoc2m0vV1fXOq+rraysDJs3b8bWrVsxYsQIAMAPP/wAb29v9pr09HTs3LkT9+7dQ6dOnQAAixYtwv/+9z9s2bIFq1atsuTlEkKaAAU+hJAWKzk5GatWrcKVK1dQUlKC6upqVFZWory8HO3bt2/U752eng6lUomgoCD2Njc3N3Tv3p39+vz582AYBo899hjnsVVVVXB3d2/U8RFC6ocCH0JIi3T37l28/PLLmD17NlasWAE3NzecOHECM2fOhEqls/TRvgAAAkJJREFUavDz8/l8MAzDuU33eWvfZ0hNTQ0EAgHOnTsHgUDAuc/R0bHBYySEWB8FPoSQFuns2bOorq7G2rVrwedr0hETExM514hEIqjVapPPJRQK9a6TSCS4dOkS57YLFy5AKBQCAAIDAyEUCnH69Gn4+voCAIqLi3H9+nU8//zzAIBevXpBrVYjLy8PgwcPrt8LJYQ0KUpuJoQ0O7lcjgsXLnD+SSQSVFdXY8OGDbh16xa2bduGr776ivO4rl27oqysDEePHkVBQQEqKioMPn/Xrl1x9OhR5OTkoLi4GADwj3/8A2fPnsXWrVtx48YNfPjhh5xAyNHRETNnzkRUVBSOHj2KS5cuYcaMGWwQBgCPPfYYXn31Vbz22muQyWS4ffs20tLS8Mknn+Dnn39uhJkihDQUBT6EkGaXkpKCXr16cf599913WLduHT755BP07NkT//nPfxAbG8t53MCBAzF79mxMmjQJEokEq1evNvj8a9euxZEjR+Dj44NevXoBAF544QV88MEHWLx4Mfr164fS0lK89tprnMetWbMGQ4YMwZgxYzB8+HAMGjQIffr04VyzZcsWvPbaa1i4cCG6d++OMWPG4Pfff4ePj48VZ4gQYi08xpyNbEIIIYSQNoBWfAghhBBiMyjwIYQQQojNoMCHEEIIITaDAh9CCCGE2AwKfAghhBBiMyjwIYQQQojNoMCHEEIIITaDAh9CCCGE2AwKfAghhBBiMyjwIYQQQojNoMCHEEIIITaDAh9CCCGE2Iz/Bx32Vf7FeRhTAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build scatter plot for latitude vs. temperature\n",
    "\n",
    "now=pd.to_datetime(\"today\").strftime(\"%m/%d/%Y\")\n",
    "\n",
    "plt.scatter(city_data_df[\"Lat\"],city_data_df[\"Max Temp\"],marker=\"o\",edgecolor = \"black\")\n",
    "plt.grid()\n",
    "\n",
    "# Incorporate the other graph properties\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Max Temperature(C)\")\n",
    "plt.title(f\"City Max Latitude vs Temperature({now} )\")\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": 11,
   "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",
    "\n",
    "\n",
    "\n",
    "plt.scatter(city_data_df[\"Lat\"], city_data_df[\"Humidity\"], marker=\"o\", edgecolor = \"black\")\n",
    "plt.grid()\n",
    "\n",
    "# Incorporate the other graph properties\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Humidity %\")\n",
    "plt.title(f\"City Latitude vs. Humidity({now})\")\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": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2iImJYa6LRCIMHz4cV69eZf4AUalU2LZtm8m2CCF47rnnsHbtWnz99ddGixJtW2y2Ul5ejqZNm7LWu2bNGrzwwguYMmUKFi9ebLKf7du3R48ePZCUlIRffvkFMTExmDZtmlE57di48lnTWKCLHYrNiMViDBkyBH/++afRxlC+eOmll6BSqfDVV1/hiy++QH19vVG+EFv54YcfIJFI8NNPP+Hxxx9Hnz590K1bN17qNoWPj49eWKsWw4duSEgI60LC8Jp2b8rmzZuRk5Nj9PPHH39YlOnZZ59FQUEBdu3ahX///Rc5OTl6b3W07aSnp+Py5cvIy8vDwoULkZmZaTI3izmGDx8OtVqNbdu2WX0vcPcX1fXr142+u3btmt5+HV9fX1Z9Gy4CuerbHpo0aQKxWIxnnnmGdaxycnKYRY+3tzdmzJiB48ePo7y8HOvXr0d+fj6GDx+O6upqANzGJDQ0VC/PlSM5c+YMzpw5Y3IBMm/ePMydOxdz587F7Nmzjb6Pi4uDn58f673kTsCAdrP07t27UVlZiccee4y17HPPPYc1a9bgyy+/RHJyslGZDh06AABOnjxp9N3JkyeZ73VZs2YNnnvuOUycOBGfffYZ59xP3t7e6Nq1K86dO2f0nXZsrN1jRrEeutih2MWsWbNACMHzzz/Pmi9C+xeYKbRvaEz9ZdOsWTOMHTsWK1euxGeffYZRo0Yxm4ntRSQSwdvbG2KxmLlWU1OD7777jlVOrn99metTbGws/vnnH71rv//+O27duqV3bfDgwfjtt9+YNzeAZtPjhg0b9MoNHz4c3t7eyM3NRbdu3Vh/LPHggw8iMjISa9aswZo1a+Dr62u0KVyX6OhovPzyyxg2bBiOHz9usX5DJk+eDIVCgZkzZ5p8fZ+ZmWnyfu2m1rVr1+pdz8nJwZkzZ/RywbDp+9y5czh79qzetcGDB+P06dP4+++/9a6zbQi3FT8/PwwePBgnTpxAp06dWMeK7e1QcHAwkpKS8H//938oLy9nTShpakzatm2Lixcv8tYHc2RkZCAiIoI1kmr+/PnMhmvtJmxDvL29kZCQgDNnzuj1kRCCX375BXFxccyiICMjA7169UJkZKReHdpn0Zo1a/D5558bLdq1REZGokePHli7di3zRhPQBCicPXsWiYmJeuW//vprPPfcc0hOTsaXX35pVZJLrXuyVatWRt9px8baAAaK9dBoLIpd9O7dG59++immTp2K+++/Hy+99BLat28PlUqFEydOYNWqVejQoYPJyJuAgADExMRg69atGDJkCJo2bYrQ0FC90N5p06ahZ8+eADR/XVmDdg+EIQMHDsSIESOwbNkyTJgwAVOmTEFZWRmWLFnC6iLr2LEjfvjhB2zYsAEtW7aEr68vOnbsyFq39vqKFSswceJESCQStGnTBgEBAXjqqafw9ttv45133sHAgQPx77//4uOPP0ZQUJBeHXPmzMGPP/6IBx54AO+88w78/PzwySefGLl+YmNj8d577+Gtt97CxYsX8dBDD6FJkyYoKirC0aNHcc8992DevHlmdSQWi/H0009j2bJlCAwMRGJiop48lZWVGDx4MCZMmIC2bdsiICAAOTk5+OWXX/R+Kbz33nt477338Ntvv2HgwIEm2wsKCsLWrVsxcuRIdOnSBS+//DJ69+4NqVSK8+fPY+3atfj777+NfuFoadOmDaZMmYKPPvoIXl5eePjhh5lorKioKKSkpDBln3rqKSQnJ2Pq1KkYM2YM8vLysGjRIqN9HtOnT8dXX32FESNGIC0tjYnG+u+//8zqzlpWrFiBfv36oX///njppZcQGxuLmzdv4sKFC9i2bRuTZG/UqFHo0KEDunXrhrCwMOTl5SE9PR0xMTFo3bo15zEZNGgQvvrqK5w7dw7x8fF6suzduxclJSUANAvpvLw8JuP4wIEDGR1VV1djx44dAO7Op71796K0tBT33HMPHn74YQCat4uJiYlGC4GlS5finXfewUMPPYQRI0YYzUndxdH8+fPx888/46GHHsLcuXMRGBiIL7/8En///Tc2btzIyLp161a8+eabRvp99dVXsXr1akyaNAkdO3bUa8vHxwddunRhPn/44YcYNmwYxo4di6lTp6K4uBhvvvkmOnTooLdI2rRpEyZPnoz77rsPL7zwAo4eParXZpcuXZhnRp8+ffDoo4+iXbt2CAoKwuXLl/Hpp58iNzeXNRHlkSNHEBISYvJZQuERF26OpngQf/31F5k4cSKJjo4mUqmU3HPPPaRLly7knXfe0YuWMIyCIYSQ3bt3ky5duhAfHx8CgDUqJDY2lrRr146zPNpoLFM/2miSr776irRp04b4+PiQli1bkoULF5LVq1cbRVNdvnyZPPjggyQgIIAAYKJx2KKxCCFk1qxZJCIignh5eem1V1dXR2bOnEmioqKITCYjAwcOJH/99Rdr1NDBgwdJr169iI+PD1EoFCQ1NZWsWrWKNdIrKyuLDB48mAQGBhIfHx8SExNDkpKSyO7duznp69y5c4xudu3apfddbW0tefHFF0mnTp1IYGAgkclkpE2bNuTdd98lt2/fZsppo6a4JuArLCwkb7zxBmnfvj3x8/MjPj4+pFWrVuSFF14gJ0+eNKpXF7VaTT788EMSHx9PJBIJCQ0NJcnJyUZJChsaGsiiRYtIy5Ytia+vL+nWrRv5/fffWe3w33//JcOGDSO+vr6kadOmZPLkyWTr1q2co7H+7//+z6iPbON66dIlMmnSJBIZGUkkEgkJCwsjffr0IWlpaUyZpUuXkj59+pDQ0FAilUpJdHQ0mTx5Mrl8+TIhhPuYVFZWEn9/f7Jo0SIj2QYOHGhxfmjlNVVOq4cLFy6YHHtz7bD9Cjp58iQZMWIECQgIIL6+vqRXr15k27ZtzPe7d+8mAMjFixdZ9W1JVl1+/fVX0qtXL2bMn376aaMkghMnTjQrv+5cfO2110jnzp1JUFAQ8fb2JgqFgjz22GPk4MGDRm03NDSQmJgYo0hKimMQEaKTPY1CESD//PMPOnfujE8++QRTp051tTgUilvxyiuv4LfffsPp06cddsbYokWLsGTJEly/fl3PLewIpk6dij/++MPk2Vruwm+//YYHH3wQp0+fRtu2bV0tjsdDFzsUwZKbm4u8vDzMnj0bV65cwYULF0xuYKRQKOwUFRUhPj6eOYeMIgwGDx6MVq1a4YsvvnC1KI0CukGZIljmz5+PYcOG4datW9i0aRNd6FAoNqDdf0TDm4XDjRs3MHDgQCxYsMDVojQa6JsdCoVCoVAoHg19s0OhUCgUCsWjoYsdCoVCoVAoHg1d7FAoFAqFQvFoaFJBaA6gu3btGgICAhwWmkmhUCgUCoVfCCG4efMmIiIimONE2KCLHWjO02E7EZdCoVAoFIrwyc/PR/PmzU1+Txc70BxZAGiUFRgYCEBzptOvv/6KBx98EBKJxJXiCQKqj7tQXehD9aEP1Yc+VB/6UH3chQ9dVFVVISoqivk9bgq62AEY11VgYKDeYsfPzw+BgYGN3iABqg9dqC70ofrQh+pDH6oPfag+7sKnLixtQaEblCkUCoVCoXg0dLFDoVAoFArFo6GLHQqFQqFQKB4NXexQKBQKhULxaOhih0KhUCgUikdDFzsUCoVCoVA8GrrYoVAoFAqF4tHQxQ6FQqFQKBSPhi52KBQKhUKheDQ0g7KDUKvV2L9/PwoKClBSUoKwsDBERkaif//+EIvFDmvv+vXraNasmcV2lEolPvroI+zfvx/V1dXo2rUrwsPDIZfLjeRUq9U4cOAAAODAgQMYMGAAADDthYeHAwCKi4tZ2zaUrU+fPjh06JBJWU31xdp6uOhItx/mZNGOY0hICMrLyxEbG8vowlSbuu1ZqyNzshmW7dmzJ1auXIkDBw7A398fTz31FIYMGWK1Ti3JaKquXr16MdcPHjxo1ubZxnD//v34/fffkZeXh4aGBnh5eSEqKgpNmzZFRUUFCCGoqKiASCRCy5Yt0bFjR5SVldlkA0KH7bmhUCgAAIWFhXp67dmzJz799FPs378fAQEBeOqppzBw4EAcOnQIBQUFKCoqQklJCa5evYro6GgMGjQIXl5eKC4uRnh4OBoaGrBv3z4AYPSmHXvtuOzZs8fs97///juuXLmC5s2bIzQ0FAqFghlz4K79+vn5Qa1W62XJNWXze/bswa+//ordu3fj5s2bCAgIwKBBg1BdXQ0vLy/GBkpKSpg5WVJSgtLSUly5cgWEEBBC4OXlhYiICJw7dw7V1dWIjo7G9evXcfz4cRBC0K5dO/Tq1QsPPPAAo5eQkBD8888/OHjwIPz9/TFhwgR4eXlh9erV2L17N9RqNdq3b4+ff/4ZUqkUqampOH/+POLi4jBixAgcOXIEADBgwACmzmbNmqFbt2548803ce7cOQQHB+PJJ5/E66+/jvr6erRu3RpTp06FVCqFUqnExx9/jH379uH27dsICwtDVFQUqqqqIBKJ4OXlhe7du6OsrAxlZWUAgCZNmuDGjRsAgJCQEISFhaGwsBB///03bt++jX79+uGVV16BVCo1q3t3njecIC5k7969ZOTIkaRZs2YEANmyZYve9w0NDeTdd98lzZo1I76+vmTgwIHk1KlTemVqa2vJyy+/TEJCQoifnx8ZNWoUyc/Pt0qOyspKAoBUVlYy15RKJcnKyiJKpdLqfmVkZJCo6BgC4O6PyIsAIFHRMSQjI8PqOq1tz1w7qampxMtbwiKfyOh+bd0ymYxkZWURmUxGQkLDSEhYOGv/DNtmk00skZqU1VRfUlNTraqHi47Y+mFSFp3+6erCVJtG7encz6XPpmRj0wO8xEZj4R8YaJNOTY2jOT22jo8nWVlZpHV8vFmbZ7uX3Q6hsUUDnTGfda5bYwPOwtZnhyl7M6sHg+9EYm+dz9x0yGZDRuNi6nsT9evar3a+tI6PN2/zYeHEPyBQvz1T8uo9r0TcyhnOE93P2vvMlTEsZ0GHet/r9Ef3+aEtI5ZISffu3YmX2JulDyz1mu2v8XUvbwlJTU01qXtXzRt7fs9qYfv9zYaIEELgIn7++WccPHgQXbt2xZgxY7BlyxaMHj2a+f7DDz/EggUL8PXXXyM+Ph5paWnYt28fzp49yxz69dJLL2Hbtm34+uuvERISgtdeew3l5eX4888/Oa9Uq6qqEBQUhMrKSr2zsXbs2IFHHnnEqjM7MjMzkZSUBFlcdwT2ehySsBioSvJQeXgjanJzIFXEQVWUi82bNyMxMZG7sqxsr+qIpj3DdmbOnInFixdDFtcdQb3HGch3FAAQPGAilNfOoDo3ByAEfq16ILzfOKSPjsOLH29D4e7VJu7PQfCAp6G8dgY1uTl4/fXXsWTJEhZdbEBN7jGEjHwNkmAFI6up8lVHNqL6wlFIFa3QdOiLFusx7DObjm7++RMq9n1j1A9DWSTyOCgLc++U09wrvnEF6aPjMH78BKiDIozGU7c9aUQ7VOz7Vu9+tna4yFa++zMoCy/Ar1UPBPZ6HLfO7MOtP380O5apqamsOjWsy9w4avtmytZUJ7KwesHrmDj9Lcj6Pctq88rCC4BIBL8796oqClH20xKzssvieujpTDPeOZDKW0FZlIvgAU+jruBfTjbgTGx5dmh1q2tvPpHstqOvI0P9aXSkxbQO49B02Et3xmEp04bhZ1NzrXzXp1AW5bLUbyxbgCIGi/tJMPmtJSj/96CF54JGdu0YS+Vxd9phk+duP7XlzevKhC6at0fDzTLUVxYyZe7qoRvrc04qb3nHBici4P6RrDpi648srjvk/TXP0ulZuSjav0GvPnNy+t//KG79+aOF/t6dI02HGT4rc5CQkIAff/yR8+8LR2Pr71ld2H5/s+HSxY4uIpFIb7FDCEFERASmT5+ON954AwBQV1cHuVyODz/8EC+88AIqKysRFhaG7777DuPGjQMAXLt2DVFRUdixYweGDx/OqW2+FjtqtRotWsahTCpHaOIciER3t0QR0oCSzDQoS/IgDY1GaH0JLuVesOvVoaX2SjPTEKIqZtpRKpXw8w+ANLozwsa8bSxfRhpq80/CyzcAEVM+R+mW91GbfwrNX10HmdQbi3qokfzCNKj95Qgbw94/VUkemj3/GUq3vA/llb/hE3OfSV2oSvIQMWUVIBKhJGO++fIZ86EsvYLIKasg8hKbrMewz2w6Ig1qFKyaAmloDGs/SjPTUJf3FyRRnaAquwJpWCzCdGTyERMs6qHGpNlLUFlwXm88ATDthYyehWtfvAhpWIze/YbtaMcDhKD2ykmU/LgIkiYRkE9YCC+xxvY0Mj8PaWgswsbMAVHXIz99HGSx95keyysnISL18InRL6OtSxISg8Aeo9FwuwJi/ybwad5eMxaZaVAWX0bTh15B5d6vEYRbyLt0CfFt26GcxdZ8vNRY1JMg+YVpaPr0/4zGp674Mkh1JXxjOjH91PQlxoTs81F75RSaT1vH9N/QDiSh0agvvaKxtayFZm3A2WifHYGBgSgsLLToJtDaaKkkHMrSPEjDYhGqtR0TNmpJRzWXjsM3tivCk9j1qyy9gojnPsW1L19i7FMzLlNM2iszv5/7FNe+fJGxRd1yDWoVrq4YD9/ojszYaufLzD9EuLppAWovnzCySQBQq2pxNX0cfGO7QlWWB0loDFR39MEqz51++sR0QX258Tw1JQ9bHYAIshZdETZGRw+mdH/nOS4JiUZ92RVE3HkmmXqu1eSdhNgvUCPfmDnw9RZp9HFUjNp6wtSnvl0B2Z05wirn5b8AkRd8oztBVWZeL6zPSsYuuiA86R2Lvy+cgTMXO4LdoHzp0iUUFhbiwQcfZK75+PgwPmkA+PPPP6FSqfTKREREoEOHDkwZNurq6lBVVaX3A2gUr/vDds3cz759+1BaUozwfuPg6y2Cj5gwP77eIsj7jYNUWYXg+B4oLS7Cvn37rKrf2vbC+43Ta+fTTz+F1FsMef8n2OXrPw6+YkCqugmvorOacmLAq+gsfLw0a2Kp6qamnIn+SZRV8Co6i+D4HpB6i83qQqKsgqjwDHy9RZbL938C0jvlzdVj2Gc2HYkKz0CqrDLZj/B+4yD1FiMgPBpS5U3IDWW6o4uwPolG46nbnlfRWU07ZsZH6i1GcHwPkEtHUf7tq7j54wL4QgXxjTzc+G46Gi4e0ZH5ru7rT/8KmdTb/Fh6Az4SbwTH99Aro63L+2YBbm5Nw+3dH6Mqaz7Kv30V5NJRBMV2gLT+Nm5tex/iqmu4VVWFqOgYlJmwNR+xiLENtvHxUd2Er8SLkfVuX0zJ/gR8ve/YnQk7aBLfg7E1Szbg7J9t27YBAJKSkjB58mQ88sgjaHfvvcjMzDQ7j4PjezD2xtiOqblmQUcyHymatOlhdi7Vn/5Vzz6ZeWFhzmruY38OeBWd1ZFPpDdffMSasWGzSR8xQe3e1YzcUuVNNNHRh6l+yHykCJSbmKem5GGpQ+YjYfpj6fmgfY43adODsTtTzyN5/ycgk4j0n5tafXjp1yfTmSOsckq9IZN4MfoxpxfWZ+WdvgaER3P6feGsH2t/z5qqwxKCfbNz6NAh9O3bFwUFBYiIiGDKTZkyBXl5edi5cyfWrVuHZ599FnV1dXp1Pfjgg2jRogU+//xz1rbmzp2LefPmGV1ft24d/Pz8+OsUhUKhUCgUh1FdXY0JEyZYfLMj+GgskUik95kQYnTNEEtlZs2ahRkzZjCfq6qqEBUVhQcffFDPjbVr1y4MGzaM8+u1AwcOYMSIEZCPS4M0It7oe+W1cyjaMAfBgyahYs9X2L59O/r168epbnva07azcuVKzJo1y2J5AAhPehcisQRFG+YgPOldBMbci/ndGjBp0iQEPvqW2fvDk96FsjQfFXu+sthWeNK78Ilqj5snfrGqvKnrhn1m01Fd/mkUb55nsS3/zg/j1t8/G5Xz8SKY360Bb/x0EVe+f0tvPAEw7RG1ilM7Xr7+8Ilog9BHUwGdV8sgDSj9cTFUpfloMvQFlGTOZ+q6eXw7KvZ+w2ksgwdOQkDXhzRfNKg1rovwlghNmGnc3tZFqL16BpEvrYZIfPfxUHvlFEoy3mNtT6uPSZMmIWDETNbxAcDcy1X/hmOt+51W54Z2ymYDzkKtVqNT586o9m+OT955FW8f80Jdw53nEGlA2Y+L0VRVgn/+/kvPTaC1UW2frLEdSzoK6PKQyXuDB07UsyGu42J4ny5sdWjt4+1jXrh59byxbA1qXFszDSJvKerLrzJ60NWHLfPUlDxsdQDW26euDWrHwNTzSLd+XX3UNYhYy5iTk6teTD0r/Ts/jCYPPGvyPmfOG1t+zxqi9cxYQrBuLN1wS12Ki4shl8uZMkqlkgm7YyvDho+PDwIDA/V+AEAikej9sF0z9zNgwACEhoWj+MAG1NYT1KlFzE9tPUHRgQ1QSgNRce4oQsPlGDBggFX1W9te8YENeu289NJLUNarUbT/B3b59m9ArRpQSgLQIG+jKacGGuRtmIe2UhKgKWeifyppIBrkbVBx7iiU9WqzulBJA0EU7VBbTyyX3/8DlHfKm6vHsM9sOiKKdlBKA032o/jABijr1bhZfAVKaQCKDGW6o4uSQ5lG46nbnjqsFeq8fFHw80pUXPwHtaoGo3bqVPW4faME0i6jUVsPVF46ifKT+1B56SRq6wFplwTcLMpDbX2DRpY7Y+fd/kHUKFXmx7IeqKmpQ9nfu1GjrEflpZMo3Lset0qvQ3JfAuoaxHr31TWIIe06GtVV5ai6ckbvOzS7F0qxjLW9OjVhbMNofPZvgFISoKdHjf4DzMj+A2rr79idCTu4ce4oY2uWbMBZP0eOHMH5c+cg6TQCAFDXoK9bSZcEnD93FkeOHGGdxxXnjjJ6apC3MWujenOT5buaOiVunD1qdi55t39Q04beuAQa27vBXNPcxz5+DfI2OmNI9OZLnVpjDzXKetw4d1e2yrx/casoD7L+kzXfnf0DSmkAbujow1Q/auqUqCoyMU9NycNSR03d3blk6fmgfY7fOHuUsTtTz6Oi/T+gRkX0n5tafTTo11ejajAvp7IeNaoG3DhrWS+sz8o7fb1ZfMXkcy8gMBjXrl3DwYMH4eXl5ZR5Y+3vWVN1WEKwi50WLVpAoVBg165dzDWlUom9e/eiT58+AID7778fEolEr8z169dx6tQppowzEYvFSF++DDW5OZrNpwVn0FBXjbqCMyjJSEPNhRyIZQGovXgM6cuW2r0JzFx7pZlpqMnN0WtHKpVixvRpqMnNQUnGfGP5co+CKGsQcN9DKMtaiJqLx0CUNSjLWgjltXMAAP+OQ1CTe5T9/gs58O88HGVZC1F78RjTlrEu5qPmQg6C+idDef0cSjPTzJbX9kUsC4Dy+jmz9Rj2mU1HRFWHgM7DWfuhrWPG9Gmou/QnxLJA1FzIQUnGXZm0uqi5dNxoPLXtVV84ioKPktFw+wZURbko/uEtFHz6LG6dztZr55GHNJvoVRWFKFg1BUXrZ6N022IUrZ+NglVToKrQLPbrrv6rkeVOP1RFufCN6mR+LFU1ABqgvH4WV1eMR9H62ag6vAEAUPrTElSfNd7XJgmNAQCob+n/ASHyEiN40LN32jMYn62LNbr29Tcen9wcNH3gOTQd/JxGj5lpUF4/h+D+T5mRPQdEVYPSLQuN7SY3B2LfANTmHoN/5+Eo3fK+RRtwFtevX7+jw2jW77W61ZbTorWZ2ovHGHsr3bLwjo0a61ujB83cLM0y1JGm/2hQo/aiqXtzIPb1h6ooF8H9k+/Y9/w743L3s6k5qyrKhdg3gN0WtiwEUdXqjS2pqwEAlP64GDW5OQi8fxRqc48x96puaGzcp1mc5ruLx5gxFvsazz/dfqBBjbpLpsuxyWNYhzSiDbwDQpkyjB5M2ecFjf5qL2qed0RVx/o8YmSsr4VYdldf2ueH8to5vfpQX2dmvHM0b1rr61B7MceiXsS+LM/K3BwkjBqJukt/sj5jqy8cRXHRdSQnJ2Pw4MFo0TIOmZmZDpkrLsHm4HYeuHnzJjlx4gQ5ceIEAUCWLVtGTpw4QfLy8gghhHzwwQckKCiIZGZmkpMnT5Lx48eTZs2akaqqKqaOF198kTRv3pzs3r2bHD9+nDzwwAOkc+fOpL6+nrMczsmzo8mVEBUT65w8O2baYc+zIyaAl9H9rHl2wtjy7IhZ2+aUZ8dC+aiYWG55dsz0mT2vB0suG1OymMqzw9JmRkYGgUhEZHHdiSJ5CYlK2UQUyUuILK67UTvZ2dlMrhBZqx765Vv1IHq5j0zoAV7e+p9FYiLyuYcED3j6bt1GsmjqDhs9m8S88RPzo0heTAAQ+fj39a7rfie+p4lee/5hkSQrK4v4y41tPnjAROb+sNGziThIrp//Q2wsu6bPbDlixPr/WmkDjkY7lrHPLCVZWVkkfvY2Vv1lZ2ez3s89z45Gr2z6FPuH6Hxm16F3kJyI/Zsa2JBBHh3DceGcZ0fMzK3A4CZ68yVAHsPYW9jo2UYyKJKXkJg3fiKBPRIJxAb1s7bDJc+OznPNbJ4dseUyhuUs5tkRG39nlGdHzNixpTw7srjuJHjAROIlC7TQX+PrlvLswEtMpIpWes8Iv1Y9iEgkcuh8ajR5dvbs2YPBgwcbXZ84cSK+/vprEEIwb948fP7557hx4wZ69uyJTz75BB06dGDK1tbWIjU1FevWrUNNTQ2GDBmClStXIioqirMcfObZ0eJpGZT37duHqqoqBAYG0gzKdzIoa3VhWN5SOgD/m/nIv3KZyZiqSQdwn8kQ47q8v/Dz9p+YrMi6MqW89jpu3tMcPtGdoCz4FyKJDPe0HwzfmI6Ww/8z0qAqzdMPnTUb0qwp3+y5T6G89h9UVaUo/+UjNInvjjULZ2LmEaAy71/U3yxD/a0bqNz/nVFoPGlQozb/FCqyv2JC2g8dOuQRGZS1Y18dEIXVC17HzKMaN6FWf1xCe01lUG5oaMAT4yfglk8I6m+Vwye8BRMuXnf1NNS3bsDrnmDczMlCwK2rWLL4QybD8NWrVxEVFYUvvlyN24ExTPi/7n2Vf2yBqjgX4nuaIFh0mxkXezIoq9VqNI+KhlIWgm9WvI+ZR4A64s3oozhjPpSFF+DlF4yGG1fhG9uFsdOGeiVundgBZXkBai4eQ0NdDYL7PA4vv2DcOrEdgaobWLZ0CcrKylyeQfncuXM4eOgQ6vyb4Z4WXQGRSLNXhgB1+adQ/d8BBHorkZSYiEuXLjEZlH///XeLGZRDQkKwYdPmO2HxbzOpM2qvnERt3j+4dWYfGqqKMTP1dYjFYlRUVAAAGhoaUFVVhZqaGrMZlAsKCpAy4zXcCohmDXl3dDh6o8yz40ocsdjxNKg+7mJOF9oFvCJ5CXwi2xrdW1dwBoVrU5GdnY1BgwZZXd4Q/UR/Y5ncJFVHNqH6giaZmqW6w8a8C7HMn0mYBuBOssG79ekmGwzoOlKvDZmfH9avW4fpWblQB0fpt88kEtSXzdWJ/xxFZmYmnnrqKaxj0Yc9fda1E/WtcpRkLYSsVXcEGYxR7cVjrG1wtTMAyMjI4G1cTOmj8sgm1FzIQdjoWRD7N0Hh2lSIRCIjO9bY3TGEjJxxJ2mkMG3HcB6qKgpRsWcN1LfKmTJR0TFIX74Mo0aN4vwsTU9PR0pKisVxe+aZZ/Db79nIv5Jn1J45Pdn7/LEXZy52BB+NRaG4E8y+jbAY1u8N921YW96QxMREbN68GdNTZiD/zi8rAIiKicWU6dORnp5use6SjDtpGERi+N/3CG79tQOyikvMLz8ACA0Lh19oGMr2fYuKfd8ybXyXkcGUKdowBzU1NUbfscmWLrBfVnyh2ydDfdjTZ1078Ylsi7DRs1CevVpvjCASY/q0aaxtcLWz6dOn8zouiYmJTM4zXX14B8kRNnoW/Nr0QUNdNQBg2rRpyMjcomcrYokUAEHZT0sBCNd22OahLK47gkbPZrIUlx3ZiKSkJGzevJnzW5LcXE1WZUvj9vXXX8OvVQ8okl9hbc+Uvux9/rgTdLHjgTTKQ94EQrNmzQAAqpI81r+UVKV5euWsLc9GYmIiEhISjMZ8//79SE9Pt1h3YO9xEN/TBDd2f8Zsrt3ww3qIxWJOLj/tX2fbt29nzRisK5uuy3PPnj2cbNNR9uyoerV/uZvShy1tG9qJX5s+kLXuybii1DU3cWP3Zxg5ciT27NljVC9XO0tISLCr72z9GjFiBKqqqhA8aBLu8fZjsnVrs/vqtr1kyRK7XNWuJDExESNHjkTz6BjcDojWcx37RLZFaOIclGam4c1Zs7F40Yec6oyLiwNgedwkIVEm25s+4zUkJCSw6o2P54+7QBc7HkZmZqbmrwsrX2dS+KF///6abMNHNrLuk6k6sglRMbHM4sHa8qYQi8VGr5kt1V15ZBO8g+QI6vsESrMWQhwkR+2lPxEVE4tBgwaxPhzNvcru168f66torWyZmZl4dtJkq2zTUfbsjHliSh+2tM02liIvMXyjO93dWxEWhmcmTcZVlnoTEhJ4sTNzmOrXsqVLIJFIoLzyN+4ZMdNs22x27Aj3iaM4dOgQSooKoRj2ul4/AUAk8kJgr7G4mvEO5/qmTp2K12e+gcrDG1j31FQe3gh4idFk2P+ZbC9/bSr279/Pqke+nj/ugGBDzynWo/Ubl0nlUCQvQVTKJiiSl6BMKkdSUpJnhREKFGvTAVhbni9ZdFMFlG5ZyHtaBENssU1H2bMr54mtbVuyk+oLR1FWWopyE/Vu3brVYXZmqV8TJ04EoEnV4Ii2hQRXtxBXzKcLuRt+79Mszmx7ptxQjnz+CA26QRmesUHZ2kNBrcXd9OFIuOiC9a/cmFikL1vK+te7teWtga1uiMQAUev939b2LOnDFtt0lD07ep4ApvXBR9tsY9k8OgY1NTWoCYq1WO/WrVt5tzNL/bq9fRFWL3gdSqUSr72e6hAbFwpcNvxWZryD9evXW/UsnTlzJpalr4BapWSuiSVSJCU+hg0bNti9wdiRzx9z0A3KFKvZv38/8q/kQZH8ik2vMyn8YmofjalfYtaWt0cW7b6ZwsJC1rQIfO9lscU2HWXPrpwnfLTNZidqtRpDhw6FYvhMi/U6ws4s9Sug+2MAgNDQUFy6mMu5bXfce8jFLdQ8ij3pJBtaHXTp0gU/b/8JJ0+exKVLlxAXF4epU6dCLBbj0OEjnNxQSqUSK1euRG5uLnO/Nhzdkc8foUAXOx7C1q1bATSOXfXuAtv+Az7LO0IWR+xlsSXiw1FRIq6MPuGrbcOxXL9+vVX18m1nFvsVosl5VlhY6FI7dAZat1BSUhJKM9NYUy58sHkzp7q46sBSe+mbN2PWrFlGb4Zen/kGZkyfhkWLFjGye/IfwnTPjgeQmZmJ9PR0AJpd9Wx40q56imNw1F4W3YgPNths05Z7HCULX3hinzi1X5YP4O55h5Zw972H2jD0EGURCtemIj/9cRSuTUWIqhibN2/GqFGjLNZhjQ4stXfkyBEsXrwY0uj79OqSRnfG4sWLMXPmTEeqQzDQPTtw7z07Wn95qSQcytI8SMNiEUb37DgUT9SF7r6LkNGzoCw4A/WtGxD7N4E0sh3KshaatB8h79kxdIX07NkTAUHBkEZ3Zo1uKcmYD+WVv1F966ZexllrcOSeHVN9dPQ+JHva1+7ZGT58OHx9fa2uizSoUXf1NOpvluHW8e0I867B5Yu5VuvI2SHtptxwjpgvptpTq9VMhvbQx4zntTbLuj32bg90zw6FM7r+cm1m1ZLMNNbMqulWJLOiNC60dhQ8YBCuffEi1JVFzHfiIDkCOg9H/r6jNu1l0b7aH5OUhJKM+Qjq/bh+htyLx/CdgW1ycQdYsmc2N0BYuBxqlRI1dw6iDOptnCUa0IQQ8/1Kn48+ObNevtrHtVNMOUsY7v+pPnsI5dmr9ezxqsgLCxYswDvvcAvhZrMDsUSq59JxhIvMVreQrXu72Nr76KOPoFYp4RPZzuS8rsnNwcqVKzF9+nSrZXUn6GLHzbE3syqFAty1o4p932qOIRiVymRirTyyERX7vtMrZxOEoPbKSWZBAQAiqQww8XLZXHZoS1l0ddP362aVLd/1KYAi+N8/CreOb0dN7lHmHrF/CKTyVlAWaaKWHLF/wZ4+uaJeXtr/7jvO9eg+z6rPHrp7LIauPR7egHfnzkWHDh0s9suUHVQe3nDnGIrXIAlWcMo27Cz43FemzcBsaV5ry3kydLHj5nDNrGpvZlRTuGPEhLvBl47N1RMeHg6IvCBr2Y1xg5IGNYhaCb+2/aGuroLy2jkmksvadqenzIBfqx4mXWSmsrxaGyWiVquxZ88ePD/lBUibtUHI6FnMgaY+kW0RPHgSin94CzVnD8C3ZVcEdh+NhtsVTFZfiEQoyZiPdes3YMmSJQ6xZUdFvrg6osZU+w0NDdixYwenOrTPM2XRJZRnr4asVXc9t7xPZFuEjXnbKDOwqUN+p6fMgCyuu1F24bAxb6MkMw2V+79DxJRVnLINOwvtHFOV5EHarDXzLNfaqHYPFpe52KJFCwAiSCPawK9tfxC1EiJvqUYHiXM0+bYu/nmnnGdDFztuDpfMqo7KgOmuERPuBF865lQPaUBQ78dNug8g8sL+/fsxZMgQq/qg+1reSyyBb3Qnve8thVzbHsFTimtfvIimgyfDr00fAIBvVAd4+QZAfascYaNns+YmCeqt2eDpyDQNjop8cXVEDVv7DQ0NnO/XPs+K93wFdWURgkalWnTllJeXs9r2c5MnmXUHBfUai8K1qai7ehq+0Z2ElZ5D5IXyXZ9BXVsFdWUxc1kcFA6xb6AmNxYHKisrAZEIymv/oezaf3fqkDNzIqj3WNTkHkXHjh0d0g0hQRc7bo6r/PWmXg8L6XWwu8OXjrnUU1dXB8Cy+2Dee++hU6dOVo2tM8K9TborjmxESdZC5tBJkZcYfu3649aJHTRNgwBh9neNGQPAss1s3boVK1asYLXtd999l1Md6ls39D67etyLi4sB0gBl0QXI4nogaNRMA/dbzt1yZsjMzMR78+dD1rIbgnqPY50TvrH3AQB27NiBYcOGObprLoWGnnsAlkIP+V50aN0S2tfDPpFt4SWVMYfPyeK6Y/qM16BWq3lttzHBl4651qN9JW7oPtAtHzbmbfjZMLaODo0218ewxDmQteqOG9mrQRo0MktCoh0qD8U+EhMTMW/ePACWx+j7detN2rZPRFtOdYj9m+h9dvW4My7luB4IG2M8B2VxPQCR2Kwbi3Edx3VH2Ji3Tc4JZfElAMD369d7/POaLnY8hMTERFy6mIvs7GysW7cO2dnZuJR7wSFvV7RuicBej5t+xZx3Gfv37+e97caCtTrW7lVZv3499uzZwzy4uNYDaF79V2jdBxbKf/TRR5wfjlrXRNWRjSBE36XBx2GDlvoY1Gss6iuLcPPPbbh1Ohu3/82Gl7fEYfJQ7Oett95Ccws2Ey5vhpLiIpPjHjzoWUDkZbIO7UG4Ps3bC2/cdVzKuohEXgjqPfbuUS8m4DonbuxZA7F/CEqKijz+eU0XOx6E1l8+fvx4k6dW84Ers9A2FqzRcWZmJlq0jMPgwYMxYcIEDB48GC1axiEzM5NzPcXFxUhfvgx1d/z6lsqnpKQwbVjC0YcNWuqjqqIQEHnhxu9fouynpVBeO4t77rkH1ReOevzhh+6KWCzGCgs2M2H8OACmx10a3gIgDahmPQh3Pmou5CCofzKU188Jaty17ikuc9YUXOe98tp/CB70jN49ngpd7FCsxtUZWxsDXHV8/vx5s5lWz58/z6meZs2aWeU+aDL0RaaNbdu2WeyPI12t5nRVffYQyn5aBlnL+/X0ow6LB0QiyCouOcX1S7EeSzajjTC1ZKvz5s41qkN55W8ABGU/LRXcuPPxfOVaR1DfJyEJVliszxOgGZTh3hmUnYWuPry8vFyasdXVmLMNLmHiXMtY1LGyGIQ0oNxHYV8ZnbFSq9WIbRmHchPtlmSmQVWSh4gpqwCRCKWZaYj0qsTiRR9ymiuOSFVgSlekQY2CVc9DGhqLsDGm9bPmqy9RXFzMmzz02XEXtVqNffv2oaqqCoGBgRgwYIDV+jVlM9ZkGgZgdQZlW2yVyz2OyqBsTR0lGWlQluYh4vnPzGZHdzTOzKBM3+xQrMbRbgl3xZw7yZoyADcdPzf5WVzNv2J+P86Vy3j+ucmcx8qc+6AkMw01F3LQZPBkiLzETBtX869w1pEjXK2mdHXzxM9QVxab3Pug1Y9YLHa467cxorX1ESNGAABGjBjB2fWpiymbseY5ZFiHVCo1a4dc56m995jqr73PV3N1lGRo6gjoPBxlWQsbz/OaUEhlZSUBQCorK5lrSqWSZGVlEaVS6ULJhAObPjIyMkhUdAwBwPxExcSSjIwMF0rqeEzpQiQSEb9WPYgieQmJStlEFMlLiF+rHkQkEpGMjAxOZQwxp+N169ZpPqdsIjFv/GT0EzV9IwFA1q1bZ/VYsZX3DpKTsNGzjdqQyWSCmCtsMnPVD5/QZ4f+fIh9ZinJysoisc8sNWvr9rTF53PI1nnK9R6u9sFHv1jnhEgsmOc1H3OF7fc3G9SNBerG4oK5ww0bWwZlQ13w5nIy8SrZlI737NmDwYMHQ5G8hDU5Xl3BGRSuTUV2djYGDRpk9Vip1Wp89NFHSElJQZOhLyKgy8MQeemXrys4g8qMd7B+/XpBzBXdPhYVFSElJYWzfviisT87DOeDr7cIi3qoMfOoGLX1xCFubj6zjDv60Fpr7IOPfunWoQ1X59Ntaw/0IFCK2+DqjK1CQBvmKZ/wf6jLP6WX2l3kJWYyswKAIvlVqw73A0zrmC17tpYGtQo3fl+NpqGhUKvVUKvVVo+VWCzGK6+8gmXL01F2+TgCuj6i9702XLd5VDTnOvmG7ZeBto9qtVojO4t+BBdqbIA7/xFhfJDl3b+nLdm6rfD1HLLlEE5bD+7kAh/9os9oDXSxQ6HYiTZks/SnJVBX6aZ216Rl12YpBfgN1zeVPfvm8Z9QeXgjiKoWdQCGDh1q8zEeXDJ0f7B5s1V18oWlIzBcfRq4rbj7MSzunJrCFtndub+NCbpBmUKxE214tzQsVi+8WRoWg5Kshbh5/CemLN/h+mzhuRX7voVvdEfWUHRrN0uaakM3XHfUqFFW12kv2uMhTIXca/vp7Ozi9sK1X0LGnVNT2CK7O/e3MUH37IDu2eEC1cddDMPwY1vGoUwSjrAxb7OGeNbmn0SkPBwAsWnPDhe0GZTHPTEeNcEtTLbhfzMfy5YuRmRkJKc9O5bCdQHYHVpsS19t2VfhLLeQrXOFj5BjIeCKPTt84ag9O/4385F/5TKkUil9lupAQ88pFDdh//79uHolD0G9x5lM7U6UNXj+uUlYkb7cYeH62vDastISs6HoxUXXkZycbDEsli2MtlXreJSXlzPhulu3buUltNhabDmuxFnZxe3BU45hMQx7Vl47BwBQXhNWpmI2bAn7Nh/mPR/VF46iuOg6WrWOd4s3c54KXexQKHbA1V/funVrh7tUuMrS9OFpZl0jXFwpumXk49IAAPJxaU5xt3jqHglP6peurRdtmAMAKNowR7DuQ11smaem7lEWXUTIyNf15g+XjOMU/qEblCkUO9D117OFN2v99UVFRVi/fj2aNWuGs/+dweeff47c3FzExcVh6tSpkEqldsuiDSu1JIskWM6cDF2amYbpM15DQkICk5VW9wRx7RsG3fLTUmYAAFNG6i0CoIY0Ip61Tr7hqnN32yPh6H45O8IrMTERCQkJjJtz+/btTnFz8oFWdmv0lZiYiJEjR6J5VDQqRf4IHjwJvlEdmHQN2rnx5qzZWLzoQ2d1hXIH+maHQrEDLid6iyVSpKSkMO6ggKBgpKSk4OOPP0ZKSgovr7czMzPxzLOTAJEXKg9vsHjKM8DuGuHiSrl6JQ9XXehucfQp6q7Ckf3iK7uvtYjFYvTr1w8A0K9fP7dY6GixxfV56NAhlBQXoemwlyCL6ayXl8qWjOMU/qCLHQrFDiz5+KsvHIU4JBqK5CUIGfk6ABGk0ffxGmmjdSmV+ygQ3P8p1OQeQ0kGS4p4naMetBi6Rri6UriUcZS7xVOPK3FUvzwhwstdsGb+UJwLdWNRKHai9ddPT5nBJA8EALFECqmiFRRPLwMIQcm2xZC16o4wE+4hW1w/bG4nSdNIlGevRqGuLP4hCBs9C35t+ujdb+ga4epK4VLGkW4kUzqPiolFusD3hJiD735xcUs60uXY2LBm/lCcC13sUCg8YOjj1x5VEDb0RYhEXqjN/wfqyiIEjUo1m2V1z549GDJkCOcU72zZW/3a9IGsdU/UXT2NmryTqDr0A6TylpDF99Jrl801Yi4r892MyTGoq6tF1Z0ygMi4zmjHu5G47qsQYjZiczLZsl/EFI7M7itUuIw338cwaOvgNn+cm3FciPbvCuhih0LhCd207OvXrwdw93W2+tYNvc+GaF9vPz7uCUye9Cx+2LDxbgZdkRegs4dDN5uuqdfmIi8xfKM7QSpvhapD61Fz8RinLMKWsg5X5+ZAFhKKstISoLgIJRnzIe//BIA4KK+dQ8n+H1CTmwNZaBi2bt3q8DcsllLhCzEbMReZ+Erx70kRXlzgols+bMJcHULKOC5E+3cVdM8OheIADLOqiv2b6H02RPt6+7ZPKBYvXowipQTBAyYCEEHWspvJvRZcs7fOmzuXcyitqTBav8rLACGoCW7B7EGqK/hPL7RYWZKH4AETURPcwuX7QYS4V8XZMjWm7L7WpkywVf+W6gAgiIzjQrR/V0IzKINmUOYC1cdduOjCMKsqCEHBqimQhsXo7dkB7mRazkyDqiQPzZ7/DKVb3kddSR5EIs0RFGzltVlZL1/KRZu27ThlfAVg9annuq60Z56dpJcBmjSocfXz5xEQ2gzfLJuHaRn/gSjaQeQl1mv7wrmzRpmXhZBlWau/P/74g1fZTNmHKzIkCyErszOeHVz62VRZBAAot0MX1ugTYJ9vQtGHELJY0wzKFIqbY5RF9vo5BPdPRs2FHJRkzNePlMq8GynlJZYgqPfjaKgqhrqyGEEWsiHHxLbAE+Me5xTBY20orW55sViMq/lX9MLN666eRkNVMZoMeBoA4BPVnon00g1Bbx4V7fSQZy4h9MVF1+EfEOg02VyRIdlTI9cMcVbKBGvG0JVZuz0lGzef0D07FIqD0LqDprzwol5kVM2lE6jJzWE+ewfJ9SKlrAnvrhT5Y8mSJXj99dc1+3wcFJnEtveD2YcUyr7hUldGRXIqJGExUJXkoezIRiQlJTk0ky7XvSrikGg0FF9CyMjXIAlWOFQ2V+2f8dTINV2clTLBXfZAuYuczoQudiiNCldkkQ0KCsLQoUMR1PdJ+Ea3R0N9PUo2vcN89mneXi/3jTXh3cGDJ+HWsa34YeMmXDh/zmHuIraQWmYfUukVAHFmZdTewyXkmY8x4hoC3OSBybh5bCsq93+HiCmrHBqO7crMz3xGeAkRZ6VMcJfs3e4ipzOhbixKo8FVWWQHDRqEqOgYqIrOwyeqA2SxnSEOkkN557PuQoeQBlQe3givwHCIg8JRaSKbrjYbsm9UB+aV9KFDhxz22pwtu69P8/YQB8lRdXSLUXltP8T+IfCN6qD3nbnX6HyNkaVsxLr6C+o1FvWVRai7etqhr/hdnfnZHQ5DtRUuum0eHYPmdurf1WPIFXeR05nQxQ6lUeDKyARr9u9o91F4+wUioPNDd8qkmdzjI/ISO+WVNNveD6KqQ0Dn4ai59CcAzanWhv0IHvSs3mJOC5vMfI6R2ZOoTejvrlvOMfpsLPtnXAEX3a5Yvgwr7NS/u4yhu8jpVAiFVFZWEgCksrKSuaZUKklWVhZRKpUulEw4uLM+6uvrSVR0DPFr1YNEz/yRxLzxE/MTPfNH4teqB4mKiSX19fWc6rNVFxkZGSQqOoYAYH7EEqne56iYWJKamqpfTuSlV8Y7SE7CRs9m+qBIXkwAkOzsbBu0Yx1sfYiMiiJZWVlEJpMx18LlzQgAokheoqdvUzLzPUa68obJFZz0Jx//Pi/6tGQfbDqMioklGRkZNrUndJz57OCiWz70b08dQtOHK+FDF2y/v9mgoedwz9BzZ+894RpuLcQ9AXv27MHgwYOhSF7C6r+uKziDwrWpyM7O5pTIzR7bMNRRnz59WPfZ6JYLCQnBk089jSqWk5RdEUZq2IdevXph586dCAwMRGFhIdOvVq3jOYe+8j1GunLm5+fjlWnTUCNtyqo/bdh/xJRVgEhktz5tmSum7IBPXDU/nf0sdWUGZS51CFEfrsKZoed0g7IbIsSsmEKUSYuQIhPYMuOy/fI2LPf5pyuRlJSEW8e2wstbajYLsqMxlE2lUgHQnGqt+8CylElWV2a+x4jNHoEbRvqrPLwRNbnHEDJyBpTXzzlNn7o6zMzMRKvW8Q6dO0Ken3zDJfs0Hxmq+cpy7WjcRU5HQxc7boZ2X4MsrjsUya84NZzXnWTSxRMiE9wxfNgamfkcI1P2WL77M1Rf/BPVF44yZcUSKQCCsp+WmpTNkThj7gh9flIozoC6seA+bixXZsUUWlZYazMB8ymjK21DiK+kLemDq1uByxhZysZsqZ6SjPnwv3UFy5cuRWRkpEPcR1ztQ6lUonl0DG4HRDts7gghk66zMgYLbV6Ygqs+3KlPtkIzKFNYEWJWTGfLZEtosidFJrhj+DAXmcViMZ4Y9ziqLxw1GaH2xONj0ap1vNmxt2SPQb0fR0lRESIjIzFo0CBIpVKX6DMzMxPNo6JRUlTo0LkjxGcG37gqpYQj8cQ+uRrqxnIjhLT3xBUy2fM63h3dQI2JzMxMLFmyBFJFKyiLcvUyTsNLjIRHH8WSJUssjr0Q54ghWjuWhLcEUORQWd1BH/bgiS46T+yTEKBvdtwIIZ5g7CyZ1Go1pqfMgCyuO0IT58Ansi28pDImI68srjumz3gNarXaZB2JiYm4dDEX2dnZWLduHbKzs3Ep94JgHhxqtRp79uzB+vXrsWfPHrN98SQZdMdW8fQyRL60BvLx7yN0VCrCn1gA39gu+GnHz5zGXohzRBfdvgYPnqSRyYGyCl0fbHC1QT6eCc6WmUs9QumTp0EXO26EELNiOksmvl7HC9UNJITX1q6SwXBsRV5i+EZ3wj33DoQspjNkLbtBrVJyGnshzhFddPvqG9UB4iC5ySzZfMgqdH0YYo0NCsVFx+e8EUqfPBG62HEjhLj3xFkyefLreFdmdxaCDJbGVuQtNfu97tgLcY7oottXkZcYTQdP1mTJdpCsQteHLtbaoBCeCXzPGyH0yVOhix03Q7v3JERZhMK1qchPfxyFa1MRoip2mS/XGTK54+t4LgjhtbWrZbA0tqReafZ7w7EX4hzRYthXvzZ9EDZ6FpQleXqy+t/M501WIetDiy026OpngiPmjav75MnQxY4bIsS9J46Wyd1ex3NFCK+t+ZbB2v0Llsa29tKfEEukVo29EOcIwN5XvzZ9EDllFcKfWACpPA5hcjnyr1zmVVah6kOLLTbo6meCI+auq/vkydBoLDdFiFkxHSmT9nU814y87oIQXlvzKYMtmXotjW3txWN4/fXXsWTJEqvGXqhzxFRfbx3bClXxRXy2eTOkUqlD2haaPrTYYoOufiY4Yu66uk+eDF3sUNwGTwwfF0J2Z75k2LZtm0NTA/Tq1csjxt4T7dhebLVBV+rSUXOX2odjoBmU4T4ZlF2JkPTh6syifOpCCBlu7ZVBq4/UmTNR0BBsVz8sja2rx54LNEOuPlwPRrXHBvnWJZ9Zvw1lpvZxF3oQ6B3q6+sxd+5cfP/998xpys888wzmzJkDLy+NYRFCMG/ePKxatQo3btxAz5498cknn6B9+/Yulp7iKIT8Ot5ahPDami8ZrubnI2jMFNP7F9amYv/+/WbHztLYetrYe0pf7MVeG+RTl1xdsY6eu9Q++EXQi50PP/wQn332Gb755hu0b98ex44dw7PPPougoCBMmzYNALBo0SIsW7YMX3/9NeLj45GWloZhw4bh7NmzCAgIcHEPKBTLCOG1NV8y0JBZiq0IYR5Ym71YCDJTuCHoxc7hw4eRkJCAESNGAABiY2Oxfv16HDt2DIDmrU56ejreeustxqi++eYbyOVyrFu3Di+88ILLZKdQrCExMREJCQlWv7bm81W3rTLo4i4nyzcGF4E7wocN2ophKLn2DaU2lLw0Mw3TZ7yGhIQEPXkcLTO1VX4Q9GKnX79++Oyzz3Du3DnEx8fj77//xoEDB5Ceng4AuHTpEgoLC/Hggw8y9/j4+GDgwIE4dOiQycVOXV0d6urqmM9VVVUANP5DlUrF/F/338YO1cddHKmLvn37Mv9vaGhAQ0ODybLbtm3Dm7Nm4Wp+PnOteVQUPli4EKNGjXKKDMBdPcS1aoXrJ7IQGJUK6LqySANundiK1vFt0KtXL5fbkKP0poXOFX1s0Ye1NsgHBw4cQGlJMeTjXoXUWwRAdzurCOH9xqFowxzs27cP/fr1s1lma/ThaFt1NXzMFa73CnqDMiEEs2fPxocffgixWAy1Wo0FCxZg1qxZAIBDhw6hb9++KCgoQEREBHPflClTkJeXh507d7LWO3fuXMybN8/o+rp16+Dn5+eYzlAoFAqFQuGV6upqTJgwwb03KG/YsAFr167FunXr0L59e/z111+YPn06IiIiMHHiRKacSCTSu48QYnRNl1mzZmHGjBnM56qqKkRFReHBBx/Ui8batWsXhg0b5vLoIyFA9XEXV+tCrVajU+fOKJeEI+RR47coZT8uRlNVCf75+y+nvO7W1ccvv/zC8pdoND5Y+L7L/xJ1lt5cbR9Cw130ceDAAYwYMQLycWmQRsQbfa+8dg5FG+Zg+/btrG92uMJFH0Kb446CD9vQemYsIejFTmpqKt5880088cQTAICOHTsiLy8PCxcuxMSJE6FQKACAidTSUlxcDLlcbrJeHx8f+Pj4GF2XSCRGCme71pih+riLq3Rx8OBBnD93DorkKahrMHzQiSHpkoDza1Nx5MgRp0ZzSCQSTvsXrNmDwOd+BWfrrbHOFcMx69WrFwDT+hDKnpQBAwYgNCwcxQc2sIeSH9iA0HA5BgwYwIt85uzDVlsVii6txZ65wvU+QS92qqurmRBzLWKxmPGFtmjRAgqFArt27UKXLl0AAEqlEnv37sWHH37odHkpFGcghKzL5jAXMmtNhmVbsjGbQ+h68wTYxqx1fDwWL1rEubw9Y2wPQkgDocUWWxWSLoWIoM/GGjVqFBYsWIDt27fj8uXL2LJlC5YtW4bHHnsMgMZ9NX36dLz//vvYsmULTp06hWeeeQZ+fn6YMGGCi6WnUByDux4WaM0J0Y44hd1d9eYumBqzckk4AM1mWy7l7RljexHKoanW2qoQdSk0BL1B+ebNm3j77bexZcsWFBcXIyIiAuPHj8c777zDnB2jTSr4+eef6yUV7NChA+d2aAZly1B93MXVuhBC1mVdWfbt24eqqioEBgaafMVvjcwAHNI/Z+nN1fbhCszp1sdLjUU9CVJnvoEz/55mgk34Hgs+XDhKpRIrV67E+fPnIRKJ0LNnT0RFRfHqDuI7ozTgmPniDJyZQVnQb3YCAgKQnp6OvLw81NTUIDc3F2lpaXqH5IlEIsydOxfXr19HbW0t9u7da9VCh0JxN7Sv22tyc1CamYa6gjNoqKtGXcEZlGamaV63L1vq8AdbZmYmWrSMY/JgjRgxAi1axrH+FWnNCdGOOgleKHrzRMyNmXZz7dX8K8yY8T3GWlscPHgwJkyYgMGDB5u0RVPMnDkTfv4BSElJwcqVK/HJJ5/g2cnPYceOHU63CWts1VHzxdMQ9J4dCoXCjqszt+pmmpWPexUAIB+XhuIDG1gzzdqyB8ERe2tcrTdPxdL4Gpbjc/+UtVmP2Zg5cyYWL14MWVwPBPV+nKmj8vAGLF68GIAmW78z4WqrdC8aNwT9ZodCoZgmMTERly7mIjs7G+vWrUN2djYu5V5w+C9sw0yz2jBdaUQ8QhPnQBbXHdNnvAa1Ws3cY80eBEfvrXGV3jwZS2NmWI6vMTa0RZ/ItvCSypisx2y2aIhSqcSy9BWQxfVA2Bj9OsLGvA1ZXHcsS18BpVJpVhZHwMVW6V40btDFTiNErVZjz549WL9+Pfbs2WP2QeAueGKfuKCNfBo/fjwGDRrklNfttrw279+/P6KiY1B1ZCMI0c8sS0gDqo5sQlRMLPr3729VWVth05sjbcjT7dPcmOHO5+ZR0cyY8TXGfLhwVq5cCbVKiaDe7HUE9X4capVmL48rsDTHnTFfPAG62Glk8OHbFhqe2CchY8trc2v2ILhib40jbagx2Ke5MSv7UeMG+mDh+8yY8TXGfLhwcnNzOdWhLSc06F40btDFTiPCE8MTPbFPQsfW1+bWhPU6MwTYkTbUmOzT1Jg1VZUAgFEGbT7GmA8XTlxcHKc6tOWEiFBC5oWMoEPPnYUzQ8/ZwiMBODzrpb2hnlzDJa3tmz3honyGr5qSQ/d6eLgmX0hxcTH8/PwwfPhw+Pr6cqrHFgzr6tOnDw4dOmS2blvbtzarsa7efb1FWNRDjZlHxaitJxb1bk2/tO6fPXv2AAAGDRrEq7vOESHQ2rkyfPhwxLdpa1Xd7pYBV1fekJAQ/P3338zniIgIDBw4EC+88AJ2795t8tnB9zOANKhRd/U06m+W4dbx7QgVV+ObNV+huLiY1d66deuGoCZN4RNzH8LGvG00TiUZ86G88jeqb92EWCw2a49cnoG9evXCzp07ERgYyGT/N9VnbX0FBQUoKSlBkyZNkJOTA0IIWrdujalTp+pFJ5vTpWFdYWFhiIyMdLiNmZPJmaHnIBRSWVlJAJDKykrmmlKpJFlZWUSpVPLWTkZGBomKjiHQHKdLAJCQ0DASEhaudy0qOoZkZGTw1i4hhGRnZxMARJG8hMS88ZPRjyJ5MQFAsrOzWe+3pA/WvoWFk5DQMJN9Y7vHmr7b2ydzskdFx5DU1FT96yIvAoDIZDKSlZVFWsfH68lqb38sySSWSM3WbWv7ttyXkZFBRCIR8WvVg8Q+s5RkZWWR2GeWEr9WPYhIJOLcZ0tt86lTNviyIV20c+X333+3qm5H95VvjOUVMXNEd85ENo/i/VmqS2pqqmZexnUnwQOeJuJA/WeOl7fE7DzS/SyL604UyYtJ1PSNRJG8mMjiuhMAJCEhgWRkZGieZwZ9DAkLJxkZGZyf75FR0SQrK4vIZDKz46xXn7ZNg7bFEilJTU21bqwM6nCkjVmyaT5+z7L9/maDhp47CbbwyJt//oSyfd9org2faVPIJFccGZ5oKvSz8vAG1OTmIHjARATcP1Kvb6+//jqWLFliV7goH30yF7a6ePFiSBWtEDxgIir2fQtZy24I6v04AhSaessl4YysAOwOfzUlk6qiEGU/LYU0+j69sFjdum1t39awXd2w2KINc4DR61G0YQ5Cw+WcQ7gttc2HjVjCkfOisLCQc918hE87E115gwcMQsW+bwAQyFp2NwrdLr92CoAmgzLffcjMzMSSJUsgVbRCXcEZ1OTmQBbXHUGPvsHMG5+YLkYy1eQeg//9o3Drz22QRt8Hn8h2qNj3DWqvnERNbg5Tv0giAwBs3boVW7duBQDW8PQxY5IAEPi16mHx+V5zfAsAIKjvBIR2fIh1nLX6lcjjAIggDW8JZVEu8wyyJjTesC7DOhxlY1xs2pmHA1M3FhzvxjL1qrVg1RRIQ2MQNsbxWS/37NmDwYMHQ5G8BD6RbY2+rys4g8K1qcjOzmY918iUPiy5AUoy0qAqzUPElFUQeYn1Xgv7xNxnl+vA3j5Zln0+lKVXQAiBT3gswu6U8RETjdvmDxGublqApsoiAEA5T+40XZlAiMZOwmKY9g3rtrV9Plw4XDMoW6v70sw01OX9BWl0Z1bXgrWuMlOv6nVtSNqsNequnob61g2I/ZtAGtEWt/7+FTd2f4bly5fjlVde4dQ37VwJDAzEAw88YNE+d+/ejWcnTRZ8BlxdN0jKjNdwKyAaoY/NRsGqF0BqquAb3Yn1WXbrpw/x1fupeH3mTPz3778OcUGGjJ6Fa1+8AGloLMLGWJ43JRlpqLl8Ar6x9yHssdm49sWLkIbFIHT0LCgLzty1gch2KN2yEDUXj0HkLTXZx5KM+ai9cgrNp62Dl1hi9vmuzSj91AvT0OTp/zHPRe04Xzh3Fq1ax6NUEg5laR4kITFQleVBGhZroi933Wy6Li1dHWnrMlUH3zbG9dly7r8z2LlzJ82g7CmwhUfWXT0NdWWRyXBHvrNeOio80VLoZ1DvsaivLELd1dPMNd8W90OtUtqd8dPePlmW/XGoK4vQUFWMIBOZYQN7jcXVK3m4ylMGU0OZGDsxU7et7fMRtisWi9GvXz8AQL9+/Tg/KLm0rVYp4dvifqtlsyb6SWtD5bs/Q8Gq51G0fjZKty1G0frZyE8fhxu7PwMApKSkWB1B1bt3b072CUDwGXB1dZqcnIyS4iIoi3JRdXgzGqqKQVS1pp9lPTRvCwry83ntg64NKQvOQF1ZzMhgad4E9R4LqFWQtbj/zr2asl5iCXyjO+GeewfCN7oTvMQSTVnSYLaPQb0fB1HVQFlwBoD557s2o3R9VbHec1E7zitXrkT+lTzNc7KyGLKWmn9N98V0aLxWR9q6zD1H+LQxrs+Ww4cP89IeF+hixwmwvSpX37phdE0XvrNeOio8kasbQNtfABB5SzndY6nv9vaJq+x8leEyloYycbUTW9p3ZeZVrm2LJD5WyWZt9JNYLMYT4x6HsvACpKGxUCQvQcjI1wGIIIvtYlcEFVf7LC4u5qQLV2XANaVTqbwVKg9+f1dOU/KHRDH/57MPujZkOE+4zhuRxIfXOaaty1KdWnSfi4Yh7lrb1/5rS2i8Vkdc6+BrfLjOb62r1xnQxY4TYAuPFPs3MbqmiyOyXjoiPJFr6Ke2vwBA6pWc7uHSd3v6xFV2vspw6Y+hTFztxJb2XZl5lWvbRFXHWTZbsumq1Wr8sGEj/FppsudKm7VGxf7vIGvV3SibLteMvLpwsU8hZ8A1p9OwMXMgjbjrnjMpf1k+838++6CrN8N5wnXeEFUdr3NMW5elOrXoPhcNQ9y1tq/915bQeK2OuNbB1/hwtWmFQsFLe1ygix0nwOZu8WneHuIgOSoPW3bB2Jp91fA+pVKJpk2bYuH7C7B8+XKsXbvW7lT5llxJlYc3wTtIDp/m7ZlrtZf+hFgi5c2lZmv6f8uyb4Q4SA6vwHBUmsgMW3VkE5pHx6C5BXdFuFwT8moJQ5kYOzFTN5f22fTpysyrXNoWS6SovfQnZ9lsccvZ4ja09nW/JfsUWgZc3efGRx99ZFanTQY9C0AEkcTX9LPsqOZNWOSd08P5Qldv0sh2evPE0rypPLwJEEtQc+lPo3tZy4q8zPax8vBGiCQySCPbATD/fNdmlPYODNd7LmrHeerUqYiKjtE8J4PCUXNR869p+TZCLJFi6tSpJnWkrcvcc4RPG+Nq07179+alPS7QxY4TYHudTVR1COg8HDW5R1GSMd/kK+6tW7falH2Vbd+Cn38A43NPSUnBrNlvoby83K4NaeZe1ZdkzEdN7lH4dx4Ooqpj+lZ78RhmTJ/Gq0vNlmMTuLgZxLIABN73EGou5KAk487Y1dUAAMp+XIya3BysWL4MK8zooPrCURQXXUer1vEWx81QJuX1cwjun3ynfXY7Mde+OX26MvMql7ZnTJ+G2ovHOMtmi1vOVrehta/7zdmnkDLgGj43UlJSAJEXVBXs7gZpeAsABERVe+dZxvIMuHQcAPDhwoW89kFXb2VZCzXP0zvz1Ny80TyXcuB/38OozT2G0i3v692rXzYNNblHmT07JvuYewxEVYOyrIWWn+9bNVFT93Qcovdc1I6zVCpF+vJlqL14DGJZoOZf30AT8s1n5orh5mRdHWnrYqvDETYmJJtmsDm43YNwaZ6dMJY8OzGxTN4GbS4TRfISEpWyiSiSl1jMZWLqPk3OCBEJGfk6p3p0sSXPTihbnp07fTN1j+73zsKUHJbz7LSxmOdG7B9ik7455dkx0JWt+rR3HOyZK5batkY2W3LmGN4jH/++1XXwpQ9XzwdLz42w0bNN6kPzw5ZnR0wioxybZ8dIbyy5aDh/ZpE/JCyMeR6z5dkJNZdnh+X53pwtzw7LODstz44DbcySTTszzw4NPYcwMygDsCks2GI4dWYaVCWaUHCIRJxDDoWYQZlP+MqgrFQq0TwqGpUifwQPngTfqA4QeWn6Y29WZ6FkUDbE3rliKUsyV9lsCaW3JdTf0vix6cOaPrDZm6PnBtc0DJF3Ukhor5dmpsH/Zj6WLV2MsLAw/P333zh48CCqq6vRrVs3DBkyBH379rU7vJiL/Kb0ZjhvzH0ODw9HQ0MD9u3bB4DdFoWcQZmLjhprBmW62IFzFztcsTWHDNf75OPfh290J4u5aLS4Wh9Cwpwu7M39447YaxuZmZmYnjID+VfubmaMio5B+vJlVu8l001kFthrLCShMVCV5qHqyCbU5Oawblo3vEeTjG4ZZHF3kq9xqEMXQ33Y0j8+dcIFrnbbZOiL8O/wgF36aOxQfdzFmYsdmkFZoNgaFmxtKLirw1o9DVeGc7sjfGcO1s3snL82lbkeFRNrMrOzqXuUV/5GoU42XXN18Nk/V2RT5mq3N3Z/xuQeskUfFIqroIsdgaIbusf2lxaXcGJz9zGhkS4Ma/VEzOmfNKhx69TvAICioiKo1WpBH/LoaAzDmrWuE22Yd2lmGqbPeA0JCQlW6SkxMREJCQlWueXY7uHiNuS7f47SiSW4PjeWL18OuVzuFoeUUii60GgsgWJrOKrFcOojd0PBXRHW6umY0n/12UMoWPW8XRl5PQ0+MjibwtboPN17pFKp1XXocvjwYbtD4bncwwdcnzevvPKKzfqgUFwJXewIFFtD9yyGgl/IQVD/ZCivn3NdCKAHw6b/W6ezUZK1kMnQa2tGXk/D011+1hwEqsVVOhFkqDCFwiN0sSNgbM0ObOo+5ZW/ARCU/bTU7szJFNMY6r9s+3LI4rrxkpHXkxBy5mA+0GaHtaZ/rtSJIzKsUyhCgS52BI6t2YHZ7qu+ddPqeii2odX/8uXLAdKAoN7jzLoltKGsjQmhZQ7mG64Hger2j4tOQsLCoVarHbJA1trt7t27MWfOHMyZMwdrVn+JhIQE3tuiUJwJ3aDsBmj3EvBxn6eEO7sDYrEYcrkcgGW3xOPjnsAXqz5vVItPreskKSkJpZlprKHi6Zs3u63rxJb+mbun8vBG1OTmoBrA0KFDHRaKvnXrVr2w97S0NIeGvVMozoC+2aFQHAhXt8Rtn9BGuX/H010ntvTP1D21+acQPGCiQ/d8WXtqPIXiLtDFDsWtsfWQVGfBNToufMLCRrt/x1ZXrbtgS/903UlNQ0LhE9EWzV9dh6DeYx2258uWU+MpFHeBLnYobgvbYadCC+c2Gx2XmYaaCzloMngyvMQSh4UVuwO2hIq7E7aGwovFYpSXlaLJA8/BS6yfYZbvUHRXhb1TKM6A7tmhuCWuyDJrK1q3xJQXXkShToZe7yA5wkbPgl+bPgDcP9Sawj/ODEX39FQAlMYNXexQeMfRh3uq1WpMm54CabM2kLXtD6JWQuQtdXiWWXtITExEUFAQhg4diqC+T8I3uj18mrdnDlUE3D/UmsI/tmZSF3pbtiCUQ4Mp7gl1Y1F4xRmupQULFuDq1auou/Yfyn5aiqL1s1Gwagqqzx4S9Ov2QYMGISo6Bqqi8/DROQ0d8IxQawr/ODM8X8ipANzBZU0RNnSxQ+ENZ0RyZGZm4t25cyFreb9eG9KwGJRkLUT12UOCfd1Os9RSrMWZNiNU+6QRYhQ+oIsdCi84I5JD24ZfXHeEjXlbr42wxDmQteqOG9mroSy+BECY7iBPD7Wm8I8zbUZo9kkjxCh8QffsUHhBG8mhSH7FdCTH2lTs37/f5sSGltoI6jUWhWtTUbFnjaDdQbacyk1xHO6wF8SZNuOottRqNQ4ePGhVnc54rlAaB3SxQ+EFZ0RycG2j7tp/SM/IENwvLF1szYpN4ZfMzEy9bMEABJst2Jk244i2OnXujPPnzjGfueiZRohR+IK6sSi84IwDDLm2MW/ePMH9oqIID7oXxDls27YNAFAuCbdaz55+WCzFedDFDoUX+IjksJQNmVMb0bF46623+OsYxW0xZ090L4h9cM1crlar8easWQCAkEdTrdazkCPEKO4FXexQeMHeSA4uoaWc2lhOo5kolu2JZgu2HWvCwPfv34+r+fmaDzboWagRYhT3g+7ZofCGNpJjesoM5OtkCo6KiUW6mUgOa7Ih29oGpfHAxZ7q6uoA0L0g1mJt5nJL+uOiZzrnKXxAFzsUXrE2ksPQnaD9K9tcNmQazUQxBVd7WrP6SwDCzRYsRGyZq5b0x1XPdM5T7IUudii8Y00kh62hpZbacIdwYgr/cLUnQBMNVHZko94vboB9Lwi1J9vmav/+/dE8KkpTiDQAEN/5rxq1+adQkf0VwuRy9OnTx2L7NIKRYg90zw7FpTgitJSmlm+8cLWn4uJizntBqD1psGWuisVifLBwIQCg7MfFqCs4g1uns1Hw6bMo/uEtKItyUVJUhFat4xudPinOhS52KC6F79BSGk7cuLHGnrhkC6b2dBdb5+qoUaMAAE1VxShcm4qyn5ZCKo9r9PqkOBe62KG4FD5DS2k4sfPQDT0+cOCAq8VhsNaeEhMTceliLrKzs7Fu3TpkZ2fjUu4FJCYmUnsywN65euL4cYTJFfBr1cPouBdX6pNrGD3FvaGLHYpL4TO0lIYTOwdDt86IESMA3E0e50pssSftXpDx48dj0KBBzHfUnvSxd64ePXoUJUWFgtIndVE2HugGZYrL4Su0lKaWdzxsocfiG1cAAE899RQAuDwUmNqT47BHt4WFhQCEo09rw+gp7g1d7FAEAR+hpbp7Cmg4Mf+YCj2WRsQDUEPWoqtR6LGrEII9HThwAIWFhR4XvWWrbhUKBQBhzE9bwujdBRo5yA51Y1EEgyl3AldoannHYs6tAwAB3R8TlFvHVfakdeeNGDHCY10jtui2d+/egpmfnuqipG4509DFDsVjoKnlHYtFt05IlF45d8cWe8rMzGTcefJxaTTaSAchzU9PdFHSyEHz0MUOxaPgEk5MsQ2Locdl+XrlPAFr7IlxjbToCkDj3hNCtJGQEMr89LTT1GnkoGVsXuzcvHkTqamp6N69O7p27YpXXnkFpaWlfMpGodiEuXBiiu2Yc+sAwM2cLby6IWwJCXZEGDFXe9K6RgK6P2ZUhzu7RvhGCPPT01zenuqW4xObNyg///zzkMlkmDdvHlQqFVatWoUnn3wSO3fu5FM+CsUmaGp5/tG6IZKSklCamYbAXmMhCY2BsiIfQBxqLh3Hqu++48UNkZmZqYn4uXL3L++o6BikL19m9kBZa+/hChd7YlwjodGs37uja8RRuHp+mrJlVWkeqo5s0rjUNm92G5e3J7rl+IbzYmf58uWYPn06RCIRACAnJwfnzp1jjKFNmzbo1auXY6SkUCiCgC30WCaTAaPX47vvvuPlr3NbQoKFEEbMuEZKrwCIM/re3Vwjno4nnaZOI1Etw3mxc+HCBfTs2ROff/45unTpgmHDhmHEiBEYPXo0VCoVvvvuOwwfPtyRslI8BK2rYc+ePQCAQYMG2RQt05hxZXipYeixQqFAVVUVcyyAPdgSEiyUMGKta+RmzhZg9Ot637mja6Qx4CmnqWttj+vBto0RzoudTz75BIcPH8akSZMwePBgLFy4EGvXrsWuXbugVqsxduxYvPzyy46UleIBZGZmYsqLL6GspJi5lrbgfYSEhGDV55+51V9TrsKR7hqu6LohVCoVduzYwUu9tpysbcs9jkDrGtFGYymvnUNDcJTbukYaC652qfGBp7nlHIFVe3Z69+6NnJwcfPDBB+jduzcWL16MjIwMR8lG8TAyMzMxJikJspbdoBg+k3E1VB7eiLLcoxgzZgwyMjLogscMQnDXOBJb9h4Iab+Cru6LNsxBTU0NAPd0jVDcC09yyzkCq6OxvL29MWfOHGzbtg3p6elISkpi0oBTKKZQq9WYljIDspbdjA4BDBszB7K4HhBJZZiWMqNRh0eaozGEl9oSEiy0MGKtO2/79u00GpDiVIQQ6SZUOC92Tp48iR49eiAgIAB9+/ZFQ0MDfvvtNzzyyCPo06cPPv30U4cIWFBQgOTkZISEhMDPzw/33Xcf/vzzT+Z7Qgjmzp2LiIgIyGQyDBo0CKdPn3aILBTb2b9/P65eyUNQ73Gsroag3mNBlDW4eiWvUYdHmqMxhJfaEhIs1DDifv362Zy9mUKxFXszh3sqnBc7zz77LPr164ecnByMHTsWL774IgBg0qRJ+OOPP3DgwAH07t2bV+Fu3LiBvn37QiKR4Oeff8a///6LpUuXIjg4mCmzaNEiLFu2DB9//DFycnKgUCgwbNgw3Lx5k1dZKPbB1dWgW5aij5DcNY7C1lPLhZKZl0KhCBPOe3bOnj2LH374Aa1atULr1q2Rnp7OfBcWFobvv/8ev/76K6/Cffjhh4iKisKaNWuYa7Gxscz/CSFIT0/HW2+9xbym++abbyCXy7Fu3Tq88MILvMpDsR2uoZG6ZSn6NJbwUlv2HtD9ChQKxRycFzuDBg3ClClT8MQTT+D3339H3759jco8+OCDvAr3448/Yvjw4Rg7diz27t2LyMhITJ06Fc8//zwA4NKlSygsLNRr18fHBwMHDsShQ4dMLnbq6upQV1fHfK6qqgKgiSpRqVTM/3X/bezYq49evXqhVXw8yo9vQWDUTEDXDUMacPP4VvgFNUWEPBS9evUStN5dZRu9evVC6/h4lJ/IQmBUKkAI6gr+g/p2Bbz8gqA8/hNax7dxuv4coY9Ro0bhkUceweHDh1FYWAiFQoHevXtDLBabbMeWexwBfXboo6sPtVrNOj6NCWofd+FDF1zvFRFCCJeCN27cwIIFC3DmzBl07twZb775JgIDA20WkAu+vr4AgBkzZmDs2LE4evQopk+fjs8//xxPP/00Dh06hL59+6KgoAARERHMfVOmTEFeXp7JbM5z587FvHnzjK6vW7cOfn5+jukMhUKhUCgUXqmursaECRNQWVlpdk3CebHjCqRSKbp164ZDhw4x11599VXk5OTg8OHDzGLn2rVreq/un3/+eeTn5+OXX35hrZftzU5UVBRKS0sZZalUKuzatQvDhg2DRCJxUA/dB770sW3bNrw6PQXlpSV3L4rEaBrSBP9LT+clMZ2jcbVtvPPOO1ixYgVkLboisEciJKHRUJVewc2cLai5dBzfffedU/Xoan0IDaoPfbT6mDx5MqBoh4Duj7ncZl0JtY+78KGLqqoqhIaGWlzs2Hw2ljNo1qwZ7r33Xr1r7dq1Y3L7KBQKAEBhYaHeYqe4uBhyudxkvT4+PvDx8TG6LpFIjBTOdq0xY68+tBlLhZhB2dqsxK6wDbVaje/XrYcosiP8R74BIvKCEgDkbXDPiJmocVK2YDZM6cOV2Z5dCX12aGBSISja4Z4RMwVls66E2sdd7NEF1/tsPvXcGfTt2xdnz57Vu3bu3DnExGiiTlq0aAGFQoFdu3Yx3yuVSuzduxd9+vRxqqwU7ojFYgwZMgTz58/H/PnzMWTIEJc/5DIzM9GiZRwGDx6MCRMmYPDgwWjRMg6ZmZkulcsQdws/dxe9UhzHkiVLAAAB3R9zC5uleCaCXuykpKTgyJEjeP/993HhwgWsW7cOq1atwv/93/8BAEQiEaZPn473338fW7ZswalTp/DMM8/Az88PEyZMcLH0FHdBm5W4TCqHInkJolI2QZG8BGVSOZKSkgT1i9mdws/dSa8Ux5CZmYn3338fAD0NnuJaBL3Y6d69O7Zs2YL169ejQ4cOmD9/PtLT0/Hkk08yZWbOnInp06dj6tSp6NatGwoKCvDrr78iICDAhZJT3AV3y0ostGzBpnA3vQod7eG569evx549e9xCb9qs6T7N4gFoT4M3Rig2S/FsrF7s1NTUoLq6mvmcl5eH9PR03nPsaBk5ciROnjyJ2tpanDlzhgk71yISiTB37lxcv34dtbW12Lt3Lzp06OAQWSieh7u5hYSaLdgQd9OrkHFXV+CCBQs0WdP7aQ5GrcrZImibpXg2Vi92EhIS8O233wIAKioq0LNnTyxduhQJCQkOOzKCQnEU7uQWAtwnW7C76VWouKsrMDMzE++++y4AQBquGeuai8dRYmCzJRnzUS0Qm6V4NlYvdo4fP86swDdv3gy5XI68vDx8++23+N///se7gBSKI3EXt5Au2mzBIcoiFK5NRX764yhcm4oQVbFgTj13R70KDXd1BWrl9onQZPnWuq9CR86AsiRPz2ZrLh7HvLlzBWGzFM/G6sVOdXU1sx/m119/RWJiIry8vNCrVy/k5bE/2CgUoeIubiFDhH66sbvqVUi4qytQK3fwoEkQB8lRlbMFACBr3RORU1ZBPv59hIx8DT4RbdE8qjneeustF0tMaQxYvdhp1aoVsrKykJ+fj507dzJHNRQXFzs8ozKFwjfu4hZiQ8inG7uzXoWCu7oCtfJI5S3QdPBk1Fw8DgBQXjsHoqqDSCxB9Zl9qLt+FiuWL6M2QHEKVicVfOeddzBhwgSkpKRgyJAhzEnnv/76K7p06cK7gBSKo6GHSDoGqlf7cNeDX3Xl9mvTB74Szd/URRvmoKamRlNIJKbuK4pTsXqxk5SUhH79+uH69evo3Lkzc33IkCF47LHHeBWOQnEW2szOnpDpV0gZiz1Jr85G6wosO7IRoYlz9FxZQnYFGsota90TgBrhSe/i1o0S3Dq+HYH1FXjzzTddLapDENL8o9zFpuMiFAoFc1RDVVUVfv/9d7Rp0wZt2xr/9UGhuAtat5A7k5mZqXmTcuXu/rmo6BikL1/msr+iPUGvrkDrCkxKSkJpZhoCe42FJDQGqtI8VB3ZpHEFbt4suF+khnKH9xsHIO6u++rafygB0Kp1vEvt0hEIcf5RNFi9Z+fxxx/Hxx9/DECTc6dbt254/PHH0alTJ+bMKgqF4nzcNUyZYhp3iLxjQ1fuog1zAGjcWMqiiwgZ+bpH2iWdf8LG6sXOvn37mNemW7ZsASEEFRUV+N///oe0tDTeBaRQKJZx1zBloSKkjMVCj7wzRWJiIi6cP4fQsHAAQNiYdxD50lfwbz/I4+ySzj/hY/Vip7KyEk2bNgUA/PLLLxgzZgz8/PwwYsQInD9/nncBKRSKZdw1TFmICDFjsZAj78xx6NAhlJYUAwB8oztA5HVXbk+ySzr/hI/Vi52oqCgcPnwYt2/fxi+//MKEnt+4cQO+vr68C0ihUCzjrmHKQoO6IvjFkr15il3S+Sd8rF7sTJ8+HU8++SSaN2+OZs2aMRsP9+3bh44dO/ItH4VC4QDNWGw/1BXBP5bszVPsks4/4WN1NNbUqVPRo0cP5OfnY9iwYfDy0qyXWrZsSffseBCG4ZO9evVytUgUM7hjmDLfIbq69YWHa/aJFBcXc65b64pQJL9i2hWxNhX79++n0WU6mBvH/v37o3lUlKYgaQBwdwyEape2YM38a2hoMFMTxVHYFHrerVs3dOrUCZcuXUJcXBy8vb0xYsQIvmWjuAi28MnW8fFYvGiRC6WimMPdwpT5DtE1qk/kdeeXK/e6qSvCeiyNo1gsxgcLFwIAyn5cDEmXBEHbpa1YM//oYsc12HQ21uTJk+Hn54f27dvjyhXNIW+vvvoqPvjgA94FpDgXU3sWyiWav5S3bdvmYgkppnCXMGW+98Xo1hc8YCIAEWQtu1ldN3VFWAfXcRw1ahQAoKmqWNB2aS/uMv8aKyJCCLHmhmnTpuHgwYNIT0/HQw89hH/++QctW7bEjz/+iHfffRcnTpxwlKwOo6qqCkFBQaisrGTO91KpVNixYwceeeQRSCQSF0voHNRqNVq0jEOZVG70KtbHS41FPQlSZ76BM/+edvu/xOyBT9twRLZVZ2dwtUYf5myMkAaUZqYhRFWMS7kXOMmsW1/I6Fm49sWLkIbFIMyGuvmSzdnPDldk7LVGVw0NDdixYweGDx+OI0eOeHxmYUvj0Rh/t5iCD12w/f5mw+o3O1lZWfj444/Rr18/iEQi5vq9996L3Nxcm4SlCANz4ZO48/lq/hUaPskTjgpxFnKYMt8hurr1KQvOQF1ZhCAb63bHw0tdFSZvyzgK2S75pLH0092werFTUlLCbP7T5fbt23qLH4r7YWnPgmE5iu001hBnvvfF6NanvnXD7rrdyRXhShui+5so7obVi53u3btj+/btzGftAueLL75gTkCnuCeW9iwYlqPYRmMOceZ7X4xufWL/JrzU7Q4Zi11tQ3R/E8XdsHqxs3DhQrz11lt46aWXUF9fjxUrVmDYsGH4+uuvsWDBAkfISHES2vDJqiMbQYhBxMCdz82jot0+TNTVNOZsq+ZszJZQZN36pJHtIA6So5KHuoXuinC0DVk6LoPvcaRQHI3Vi50+ffrg4MGDqK6uRlxcHH799VfI5XIcPnwY999/vyNkpDgJc3sWyn5cDAD4YOH7gnvwuxuN2QXA974Y3frKshYioPNw1FzIQUmGe+y5sRVH2hCXfUDuuL+J0rixKc9Ox44d8c033/AtC0UAaPcsTE+Zgfy1qcz11vFtANwNI6XYjq4LwCeyrdH3nu4CMGVjUTGxSLdhX4xeffuOAgBqLh5DTe5Ru+sWKo6yIe0+IFlcdyiSX4EkLAaqkjyUHdmIpKQkvX1LfI8jheJIbFrsNDQ04MKFCyguLjZKkDRgwABeBKO4jsTERCQkJBhlUN65c6erRfMI3DHbMd+w2Zg9ociG9RlmUO7Tpw8OHTqE9evXe0TYsyNsyHAfkLZO7T6g0sw0TJ/xGhISEhjd8T2OFIqjsHqxc+TIEUyYMAF5eXkwTNEjEok8clNlY0S7Z0GLSqVynTAehrtlO3YUhjbmqPoyMzPRqnU8b9mahYAjbMjW4zL4HkcKxRFYvdh58cUX0a1bN2zfvh3NmjWj4eYUig1QF4BzsMYt427wbUONeS8ZxfOxerFz/vx5bN68Ga1atXKEPBSKx6PNsFpXV4c1X60GYN2BlZbqpe4EDba4ZVwpqy1jx6cbqbHvJaN4NlZHY/Xs2RMXLlxwhCwUisdjGOkydOhQPDtpMnx8fOwKcXZVJl0h4y4h/vaOHV9h8jScnOLJWP1m55VXXsFrr72GwsJCdOzY0eg8i06dOvEmHIXiSTjKpeLJrhp7cAe3jJDGju4lo3gyVi92xowZAwCYNGkSc00kEoEQQjcoUygmcJRLxZ1cNc5G6G4ZIY4d3UtG8VSsdmNdunTJ6OfixYvMvxQKxRhHuVTcxVXjChztlrGUZdgSQh07dzgug0KxFqvf7MTEmD8kkkKhGOMol4o7uGpchSPdMpmZmZq3Hyzh7FwTbwp57Gg4OcXT4LTY+fHHH/Hwww9DIpHgxx9/NFv20Ucf5UUwCsWTcJRLReiuGlfjCLcMl302XBZQdOwoFOfBabEzevRoFBYWIjw8HKNHjzZZju7ZoVDuohtOHB4ejuZR0SjnOWuyu2djdnS4vFqtRtOmTbHw/QUoKSlBWFgYIiMjbW6Hyz6bN2fNxuJFH1qsy93HjkJxJzgtdnSPhDA8HoJCoRjD5uYICQtHdf5RXl0q7hxBY84VxMf+EHP126oPLlmGr2a8w6kudx47CsXdsOlsLAqFYhpTbo6qIxuB0hLIKi6hkMdIF3eMoHF0yLWj6ue6z4Yr7jh2FIo7wmmx87///Y9zha+++qrNwlAoQoPNzWKpvCU3h5+yGBt2r7cqa7Ild487Hcjo6JBrR9bPdZ+NNVgzdjRLNoViG5wWO8uXL9f7XFJSgurqagQHBwMAKioq4Ofnh/DwcLrYoXgMtrhBuB6mKBaLMX78eLvl0P3L310iaGw9cFII9XPZZ9M8KtpqmbmMnaPdfhSKJ8Mpz45uTp0FCxbgvvvuw5kzZ1BeXo7y8nKcOXMGXbt2xfz58x0tL4XiFLRukDKpHIrkJYhK2QRF8hKUSeV46qmnTN7HdzixOTmSkpLc8jgIR4dcO7J+7T6bmtwclGamoa7gDBrqqlFXcAalmWmoyc3BBwvft0luc3iiHVAozsTqpIJvv/02PvroI7Rp04a51qZNGyxfvhxz5szhVTgKxRUYukF8ItvCSypj3CCyFl2ZcoboujnYsCac2KIccd0xfcZrbhcByaeOXFG/dp9NiLIIhWtTkZ/+OArXpiJEVYzNmzdzzrPDFU+1AwrFmVi92Ll+/TpUKpXRdbVajaKiIl6EorgX9maSFRqWMtsGdH8MAHD48GGje/nM2ivUDLv24ujMxpzqj46FWq222WadmWXYU+2AQnEmVi92hgwZgueffx7Hjh0DIQQAcOzYMbzwwgsYOnQo7wJShI0nnrZt0Q0SEgUAKCwsNPqOi5sjfdlSTptKhZxh1x741JEt9Vfn5qC6+jaGDh1ql83yddq4JTzVDigUZ2L1Yuerr75CZGQkevToAV9fX/j4+KBnz55o1qwZvvzyS0fISBEonrqPwKIbpCwfAKBQKFi/t+Tm4PrXv6PdMa6ELx1ZW79f5WWAENQEt3Abm/VkO6BQnIWIaF/PWMm5c+fw33//gRCCdu3aIT4+nm/ZnEZVVRWCgoJQWVmJwMBAAIBKpcKOHTvwyCOPQCKRuFhC12OoD7VajRYt41AmlbNGpZRmpiFEVYxLuRfcLjTWUt9ub1+E1Qtex/Dhw+Hr62u2HnvChN1Fx/bMFWdkUNbNYv3Ms5NQ7qNwqD75fna4ix2Ygj5L9aH6uAsfumD7/c2GzUkF4+Pj3XqBQ7EPR4cPuxJLmW1x7RRTzlI99vS9MWTYdXS4vG79e/bswdX8K1Akv+pWNtsY7IBCcTRWL3YmTZpk9vuvvvrKZmEo7oOn7yMwm9n2u++EIQfNsGsV7myz1A4oFPuwerFz48YNvc8qlQqnTp1CRUUFHnjgAd4EowibxnBis6nMtg0NDdixY4fL5aB/yVuHu9sstQOaQZpiO1YvdrZs2WJ0raGhAVOnTkXLli15EYoifBrLic1sbhZXHIbrLtmRhYwn2GxjtgOaQZpiD1ZHY7FW4uWFlJQUo2MlKJ6Lo8OHKRS+oTbrvnhq5CfFefCy2AGA3Nxc1NfX81UdxQ1wdPgwhcI31GbdD5pBmsIHVruxZsyYofeZEILr169j+/btmDhxIm+CUdwDT9xHQPcF6GPq5HftNVP5hoSKJ9qsFk+0XU+O/KQ4D6sXOydOnND77OXlhbCwMCxdutRipBbFM/GkfQR0X4A+bPoICQsHCEFZaQkAQCaTYf369di2bZvb6MiTbFaLp9quO0fRUYSD1Yud7OxsR8hBobgc7b4AWVx3KJJfgSQsBqqSPJQd2YikpKRG5+YwpY/KwxtQk5uD4AETEXD/SIhvXAEA5jT4xqQjoeDJtuvuUXQUYWDznp2SkhIcOHAABw8eRElJCZ8yUShOx5Z9AQcOHPCYw08NMaePsDFvQxbXA7f+/gUibymkEZrkorIWXeneCRfA554WIR7q6+iDYymNA6sXO7dv38akSZPQrFkzDBgwAP3790dERAQmT56M6upqR8hIoTgca06W3rZtGwBgxIgRHnP4qSGW9BHUeyzqK4tQd/U0cz2g+2P09G0XwNep6EI91JdG0VH4wOrFzowZM7B3715s27YNFRUVqKiowNatW7F371689tprjpCRQnE4XPcFbN26lXHXyMeleWwILFd9qG/dTTKqPQ2e7p1wLnzsaRF6aDeNoqPYi9WLnYyMDKxevRoPP/wwAgMDERgYiEceeQRffPEFNm/e7AgZKRSHw/Vk6e/X/wBZi64AAGlEvMeGwHLVh9i/yd1rd06Dp3snnIu9p6K7S2h3YmIiLl3MRXZ2NtatW4fs7Gxcyr1AFzoUTli9Qbm6uhpyudzoenh4uMPdWAsXLsTs2bMxbdo0pKenA9CEvs+bNw+rVq3CjRs30LNnT3zyySdo3769Q2WheBZcsusGBgWjpKgQsQ+nGt2vGwL70UcfQS6XOyz011J4MR/hx5b0UXl4E7yD5PBpfnee3czZwmnvhOFJ5ABQXFyMZs2aoU+fPjh06BBvodNKpRIrV65Ebm4u4uLiMHXqVEilUpNy7dmzB3v27AEADBo0CIMGDbK5fbVajYMHDzJ96datG958802cP38erVu3xuLFiyGTyWztGoN2rEoPb0BA99FouF0BsX8TzdiIRBb3tNga2m2LnZm7h0t9hlF02jFzZai9O4f7u7PsVkOs5IEHHiBjx44lNTU1zLXq6moyduxYMmTIEGur48zRo0dJbGws6dSpE5k2bRpz/YMPPiABAQEkIyODnDx5kowbN440a9aMVFVVca67srKSACCVlZXMNaVSSbKysohSqeSzG25LY9BHRkYGEYlExK9VD6JIXkyipm8kiuTFRBbXnQBgflq/volkZWWR+NnbSMwbPzE/UdM36pUDQKKiY0hGRgavMkZFx5hsw9L3fOojeMDTJGr6RhL7zFKSlZVF/Pz8LLZjJJ/IS09WsUTKm/5SU1ON6hNLpCQ1NZVVrpCwcP3xE3mRkNAwq9vXzpXW8fH69XmJjT4nJCTY1De2vhrWL/ZvSqSKVkQkEpntw7p16zS6TtmkZ8+Gdr1u3TrmHmvsTKsPc/fYYrd82rqt2CKDUJ6lQtAfH7pg+/3NhtWLnZMnT5LIyEgSEhJCHnjgATJkyBASEhJCIiMjyalTp2wW2Bw3b94krVu3Jrt27SIDBw5kFjsNDQ1EoVCQDz74gClbW1tLgoKCyGeffca5frrYsUxj0QfbA0AklZHgARNJWNJcAoD55W642FEkLyYASJOhL5KolE1EkbyE+LXqYfGXjTWy3V18LDFqIzU11ez3ti54DPURGhZOQkLDmM8ymYz5ZcZV/uABEwkgIrI4fVk1CykRCRn5ul2yp6amamRjrR96C56MjAwCkYjI4roblO3B9NGa9jMyMkhWVhYJad+PKJKXkJCRr5vpK+xe8JiyC7a+spGdnU0AEEXyEtbFjtaus7OzzbZnaqy0zw4/Pz/WezQLS+vs1loZHIGtMgjhWSoE/RHi3MWOiBBCrH0bVFNTg7Vr1+K///4DIQT33nsvnnzySV5eybIxceJENG3aFMuXL8egQYNw3333IT09HRcvXkRcXByOHz+OLl26MOUTEhIQHByMb775hlP9VVVVCAoKQmVlJQIDAwFoTnPfsWMHHnnkEUgkEof0y51oTPpQKpX46KOPMHfePKgCIhE+YSG8xBKQBjUKVk1BUGRrfPX+65h5VIw6tQiAxrVTkjEfytIriJyyCiIvMXO9NDMNIapiXMq9YJdLpEXLOJRJ5axupdLMNNTl/QVpdGeEjXmb9XtbZeCSQbmqqsqsbejKHzJ6Fq598SKkYTEIY+lLSWYaVCV5iJiyChCJrJZdqVTCzz8A0uj7EDaGpf6M+VBe+RvVt25CLBYjtmUcyiThrHoryUhDbf5JRCrCcfliLic3Tbt778XiRYsw8w8RauuBglVTTPc1Yz5qLh1H9a2bNj0/udiFJd1ZUwcAvXFUFpyB+tYNiP2bQBrZDmVZC43aq62txc6dOzH5rSW4Z8RMvfob1CpcXTEevtEdOdstH322F3tkcPWzVAj608KHLth+f7Nh9Z4dQJMx9fnnn7dJMGv54YcfcPz4ceTk5Bh9V1hYCABGe4jkcjny8tg36wFAXV0d6urqmM9VVVUANIpXqVTM/3X/bew0Fn1s27YNb86ahav5dzbbPvg8pFJvAAQQeyHiwedx+7dPAQCi4vOQBjWHqiwfN49mAtdOI2LkDPhKvDTlNaUQ3m8cijbMwb59+9CvXz+b5Dpw4ABKS4ohH/cqpN4infp12ig4ieD4HvA19b0dMvTt25f5v/bUd+01lUqFXbt2mbUNXflJ0VlIlVWQ9xvH2hf5HVlFhWfgE9Xeatk//fRTSL3FkPc3UX//J1C04RQ+/fRTdOrUCWVm9CrvPw5FG06irKSYU/sHDhxAWWkpAMBHLELd1X/N97X/Eyi6dgpvvvkmlixZYrFvbO1ZtAsOuktfvgxPPfUUbm9fhIDuj0ESEgVVWT5u5WwBrp1C+nffoaGhgWkvqO9Q3PhuOtRVxUwd4sBwBHYcgtKD6/XaO3ToEAAgtHciiIGMddfOwtdboweu8vPVZ3uwRwZXP0uFoD8tfOiC672c3uz8+OOPnBt+9NFHOZe1RH5+Prp164Zff/0VnTt3BgC9NzuHDh1C3759ce3aNb1Ig+effx75+fn45ZdfWOudO3cu5s2bZ3R93bp18PPz401+CoVCoVAojqO6uhoTJkyw+GaH02LHy4tbhLpIJOI1PDErKwuPPfaYUaSJSCSCl5cXzp49i1atWlntxmJ7sxMVFYXS0lI9N9auXbswbNgwj3fbcMHT9aFWq9Gpc2eUS8IR8mgq6q6eQfHmeZCPS2MyBGvx8SKY360BkyZNgnfHhyGWBaBi7zesZQFAee0cijbMwfbt2+16szNixAiLbQQPmoSALg85RAZTcLENXfmJWmVSt7qyhie9C5+o9lbLvnLlSsyaNcti/QsXLkSnTp046RUAp/YPHDiApKQkfPXVV3j7mBeq8v7l1Nfnn3/e5jc7XOTnqju1Wo3Dhw+jsLAQCoUCvXv31nv+7t27F48mjIYstgtCE1IB3egt0oDSrYtRc/kv/Lh1CwYOHAhA4+68efMm3vjpIkh4a7326vJPc9KPrvx899kW7JHB1c9SIehPCx+6qKqqQmhoKD9uLO1ra2czZMgQnDx5Uu/as88+i7Zt2+KNN95Ay5YtoVAosGvXLmaxo1QqsXfvXnz44Ycm6/Xx8YGPj4/RdYlEYqRwtmuNGU/Vx8GDB3H+3DkokqegrkEMomgHpTQQRQc2GO21wJ2U9bVqIKR7EkQiLygPb2EtS0gDSg9sQGi4HAMGDLDZBz5gwACEhoWj+MAGdj/7gQ1Q1qtRce4oJB2HO0QGS5izDV35Q0bPMqlbQhpQcmADVNJAEEU71NYTq2V/6aWX8FrqTBTt/4F9H87+H6CsV+Oll16CWCxGSFi4mbIbUKsGIhXhnNofMGAAQkJDAQB1amLWjrSy1NQp8cEHH9g0r7jYhTW6k0gkGDx4sMnvRSIRaqpvI6jraNQ1GNYnhrRrAsr/PQCRSMT0p0+fPti5cydKD2ca79mRt0FtPTGpfzb5+e6zLfAhg6uepULQnyH26ILrfTafjeUMAgIC0KFDB72fe+65ByEhIejQoQNEIhGmT5+O999/H1u2bMGpU6fwzDPPwM/PDxMmTHC1+BQ3wjALrchLjKaDJ6PmQg5KDFLUl/24GABAlDUoy1oI5fVzCO6frCmbMd8h6ey5pMyfMX0aai8eE2RKfV35y7IWIqDz8Dv60pe1JGM+ai7kIKh/MpTXz9kku1QqxYzp01CTazweJRnzGV1JpVKIxWKsWL4MNRePsZRNQ03uURBlDVYsX8apfbFYjA8WLgQAlP242KxtaGVJGDXS5uAOZx+lUFys2aNjKVuztpxWRgCouXTcSMayrIUgqlrUWGG3Qjg+Qggy2Io7y24XXMO7fvvtN9KuXTvW8K6Kigpy7733kr1791oRMGYbuqHnhGjCz999912iUCiIj48PGTBgADl58qRVddLQc8t4uj5Mhd+GjZ5NxEFy/Tw78W1M5g0xyhMTE+v4PDs6bVj63hFYYxtW59mxQ3b78+yISUiYe+TZcda4WxumToiFPDt3ZLRFflfYOh8yCOVZKgT9CTL0/NFHH8XgwYORkpLC+v3//vc/ZGdnY8uWLVyqExQ09NwyfOhDyNk6zYVjNqhVKF43C/coS7Hxhx/Qt29f7Ny5E4888gi8vLz0+sR3BmBTsjo6g7I1WGsbnp5BWauP4cOH48iRIw7PoKwrv6PH3ZawZV37MJwv1mZQ5rPPfOnL2nqE9LvF1c9kZ4aec36zEx0dTf7991+T3585c4ZERUVxrU5Q0Dc7lrFXH0LI1mkJUxmDDRNtUdvQh+pDH0/XB9d5okWI+nDl80iI+nAVznyzwznPTlFRkdmVl7e3N0pKSrhWR2lEaE9UlsV1hyL5FUjCYqAqyUPZkY1ISkoSzKnF2pOVp6fMQP7au+dfRcXEIl0gMlIorsbd54m7PI8o/MJ5sRMZGYmTJ0+iVatWrN//888/9LRjihGGJyprX3v7RLZFyOhZKF43C8+/8AKCgoLQv39/h7uALJGYmIiEhATButsorsfVr/6FgLvOE3PPo9DEOSjNTMP0Ga8hISFB8H2hWAfnxc4jjzyCd955Bw8//DB8fX31vqupqcG7776LkSNH8i4gxb0xdaJy9dlDKM9eDXVlEeoADB06FGKJFGqVkikTFR2D9OXLnP5XluHJyhSKlszMTM0bjSt3M7S7yk5djTvOE1tPeKe4P5wXO3PmzEFmZibi4+Px8ssvo02bNhCJRDhz5gw++eQTqNVqvPXWW46UleKGGIZ0A5qFTknWQshadUfQqFSoKgpR9tNSSKPvQ1Dvx+lrZYogoe4P94fteaSLNnReW47iOXDOsyOXy3Ho0CF06NABs2bNwmOPPYbRo0dj9uzZ6NChAw4ePGh0RhWFonVtqko0fwmTBjXKs1dD1qo7whLnQNqsNSr2f6f5PGYOfCLbwksqY14ry+K6Y/qM1zhl5tZG06xfvx579uzhNZs3pXFj6P6wx04prkGtVqOoqAjA3eeRIapSzXW6JcPzsCqpYExMDHbs2IHS0lL88ccfOHLkCEpLS7Fjxw7ExsY6SESKO9O/f39ERceg6shGENKAuqunoa4sQlCvxyESeRl91oV5rZx3Gfv37zfbTmZmJlq0jMPgwYMxYcIEDB48GC1axiEzM9OR3aM0ErTuj0A77ZTiGrTPh5SUFEDkhcrDG0CI/skAhDSg6sgmRMXEon///i6SlOIobDr1vEmTJujevTvfslA8EG22zqSkJJRmpkEi12xw175GVt+6offZEC6vlal7geJoqPvDfTF8Pmjd5iUZ8zVu89AYqErzUHVkkyZ78ObNdHOyByLo4yIonoE2VDVEWYTKg+sA3H2NLPZvovfZEEuvlal7geIMDN2xhlD3hzBhez74tx+EsNGzoCzNQ+HaVOSnP47CtakIURXTP4w8GLrYoTiFxMREXLqYi927dyMkNIxxa/k0bw9xkByVdz7rwuW1MnUvUJyBoTtWF77cH3TPGf+Yej74temDyClfoMnQFwEAy5cvx6XcC3Sh48HQxQ7FaYjFYgwZMgSrPv+MOYTO3kM0qXuB4gwcfXgi3XPmGMw9H0ReYvh3eACAJgCHuq48G5v27FAo9mAqA6vyyt8ozM1hPnPJyKrrXvCJbGv0PXUvUPjCUZmD6Z4zx0GfDxQtdLFDcQlsGVhtOQRS614oO7KR9WBCvqMr1Go1Dhw4AAA4cOAABgwYQP8ibETwnTmYZvTlD7bM1s5+PlCEC13sUFwGWwZWa7OWGkZ7BfYa67DoCm323NKSYqxfvx4jRoxAaFh4o8ye25jhM3MwzejLD+YyWzvr+UARNnTPDsXt0Y32clR0hdbVUCaVQz4uDQAgH5eGMqkcSUlJdG8FxSbonjP70Z2biuQliErZBEXyEmZuAnD484EifOibHYpH4MiDCQ1dDVJvEQA1pBHxbuNqoIdXChO6p8Q+uLoBL+VecMuDSyn8Qd/sUDwGrXth/PjxGDRoEG8PMncPb6eRPsLFGSHtnow1c9NRzweKe0AXOxSKBdzZ1WDpFT9d8LgWR4e0ezruPDcpzoUudigUC7hr9lyaXdo9cMaeM0/FXecmxfnQxQ6lUWBPdlp3dTW4u/utMaHNMJ6dnY1169YhOzubZvTlgLvOTYrzoRuUKR6PubBULr9MDMPbw/uNAxAH5bVzKD2wQbDhq/QVv3vBZ0h7Y8GZqSco7g19s0PxaPjas6LraijaMAcAULRhjqBdDfQVP6UxQN2AFC7QNzsUj8VUWKq0WWv4d0tA/c0yvDh1KkaOHAmpVGqxPm14+759+1BVVYXt27fbnUHZkSHhNHsspbHgyNQTFM+ALnYoHgtbdtrqs4dQnr0a6soiAEAJgObRMfhs5SecXVr9+vXDjh070K9fP7sepva617jISl/xUxoL1A1IMQdd7FA8FsM9K9VnD6EkayFkrbojaFQqc+BilQsOXHTW4Y+OOrySQqFQ3Am6Z4fisejuWSENapRnr4asVXeEuTgM29kh4TTSxzL2ROtRKBThQxc7FI9FNyy1Nv8U1JVFCBJAGLYrQsJp9ljT0AzTFIrnQxc7FI9FNzttRfZXAIQRhk1DwoUDzTBNoTQO6GKH4tFo96wEkVsAhBGGTUPChQHNME2hNB7oYofi8SQmJuJq/hWEyRVmM62Gy5uhT58+DpeHZn0VBjTDNIXSeKCLHUqjQCqV4rOVn7AeuFiSMR/VF46iuOg6WrWOd7jrgh7+KAyoO5FCaTzQ0HNKo8FUGLbYPwQhI1+HJFjBe+i3tbLQkHDnoetO9Ilsa/Q9dSdSKJ4DfbNDaVQkJibiwvlzCAuXQyqPQ/gTCxD50lfwbz+I014NtVqNAwcOAAAOHDhg134OGhLuWqg7kUJpPGkX6GKH0ug4dOgQSoqL0HTYS5DFdIbI6667yNxeDW2I8ogRIwAAI0aMsDtEmYaEuw7qTqQ0dhpT2gW62KE0OmzZq6EboiwflwYAkI9LoyHKbg49RJLSWGlsaRfoYofS6LA29NswRFkaEQ8AkEbE0xBlD4C6EymNjcaYdoFuUKY4Bd3TvcPDwwEAxcXFLjmd2NrTwI0PFCVMecbttTYV+/fvpwcRuin0EElKY4LtkGQtnvpMo4sdisMxOt1b5AXobAjl86RvLlh7GjgNUaZQKJ5EY3ymUTcWxaHo+oWDB0wEIIKsZTeX+4it2atBMx5TKBRPojE+0+hih+IwdP3CIaNn4ebfv2hOHR8jDB+x4V6N3bt3Y83qL1FXV6cXgklDlJ2LqVDYxhIiS6E4msb4TKOLHYrD0E3Hryw4I5hTx3XR7tXw8fHBs5MmY+jQoUYhmIYhyspr5wAAymvnaIgyz5gKhZ05c2ajCZGlUBxNY0y7QBc7FIeh6xdW37rB/J8NV/qIuYRg6rq9ijbMAQAUbZhDQ5R5xNw4LF68GEVKicvdnxSKp9DY0i7QDcoUh6HrFxb7N2H+L6TU/IYhmNq3Tlr3WmlmGqbPeA0JCQlITExEQkIC9u3bh6qqKmzfvh0DBgzwqL9+XIWlcSjJmA9l6RVIm7WGyEvMOj6ePg66EY3aKEa1Wo2VK1ciNzcXcXFxmDp1KqRSqcPa83QdNza0z7TGMM70zQ7FYej6haWR7SAOkqNSYD5ia0++FovF6NevHwCgX79+HvlQcAWWxiGo9+NQVxah7uppveuN5WRyNvdecNOmkN3jj5SUFHz88cdISUmBn38AZs6c6ZD2qNvQM2ksWdzpmx2Kw9AN8S7LWoiAzsNRse87lGSkIai3+XBvZ9EYQzCFCNdx0LpDDa978vho3XuyuO5QJL8CSVgMbv75Eyr2fQNZXHcE9R4HSVgMVCV5qDy8AYsXLwYALFq0iLf2VCV5Tjskl0JxBPTNDsWh6PqFK/Z9C4Cg5uIxwfiIG2MIphDhOg5ad6jhdU8dH7ZMtyJvqSayMa4Hwsa8rRfZGDbmbcjiumNZ+goolUpe2nN11CSFwgd0sUNxOEYh3rt+xe7duwWRmr8xhmAKEUvjUHl4I8RBcvg0b6933dPHh829V3f1tCaysbcZl59KiZUrV/LSnm7djcVtSPE8qBuL4hSEmo7f2mzKFMfAZRykilZQXj/XqMaHzb3HNbIxNzeXl/bY6vZktyHFM6GLHUqjR+tqm54yA/lrU5nrUTGxSKf7E5yGuXH4v9RU/LBhY6MbH133njaKkWtkY1xcHC/tsdXtqW5DiudCFzsUChpXCKaQMTcOCxcuFMT42BuSbc39bIfW+jRvr4lsPLwRYWOMD7KtPLwRYokUU6dOtbpv1h6SS6G4C3SxQ6HcQaiutsaGqXEQwvgYHWoL6w6ytfZ+U+49TWTjtyjJmI+g3o8zrr3KwxtRk5uD1NRUm/LtULcuxVOhix0KhULhgL0h2bbeb8q9FxAYiNt5f6EwN4e5JpZIkZqaanPYubn2GoPbkOK50MUORVDQrK0UIWJNpm1772ezd1PuPWsyKFszt+x16+q2pVAoON1DoTgSutihCAZ7XQQUiqPQhmQrkl8xHZK9NhX79+9H37597brflKuOzY0nFosxffp0i/LbMrdsdRsatiWTybB+/Xps27aNzmOKy6CLHYogoFlbKULG3pBsV4Z0O3NusbUlvnEFAPDUU08BAJ3HFJdAkwpSXA7N2koROvZm2nZVpm5nzi1TbUkj4gEAshZd6TymuAxBv9lZuHAhMjMz8d9//0Emk6FPnz748MMP0aZNG6YMIQTz5s3DqlWrcOPGDfTs2ROffPIJ2rdvb6ZmCld0fe9+fn5Qq9WQSCS81dmsWTOo1WqrXvHbs6/Hk/cEsfUNgN61Pn36YP/+/dizZw8aGhrQtGlTKBQKREZGulwXQh6bPn36IEyuQJWZkOyQ0DAcP34cBQUF8Pf315srrgrpNuc+AyHwie2K/N2fYdq0aVi2bJldJ6YbtkUa1Jpsz3VVQI9e8L8/AXnf2j6PTZVXKpUOO/ndUtt8lXd2O40SImCGDx9O1qxZQ06dOkX++usvMmLECBIdHU1u3brFlPnggw9IQEAAycjIICdPniTjxo0jzZo1I1VVVZzbqaysJABIZWUlc02pVJKsrCyiVCp57ZM7kZGRQaKiYwgAIpPJSFZWFmkdH08yMjJ4qVP70zQklAAgUSmbSMwbPxn9RE3fSACQdevWsd4fFR3DSSZ77tVFiLbB1reQ0DASEhaud83LW3L3s8jLbl0Qwo8++BobR2AomyyuO1EkLyZR0zcSRfJiIovrrie3zO8e1rmSkZFBRCIR8WvVQ+9+v1Y9iEgkckhf161bxzq3wkbPJuIguZ7cYomUpKam8tKWbv3aZ4d/eJTN89hU+YSEBCKWSHntB9e2rZVVW97UfOG7HXeAj2cH2+9vNgS92DGkuLiYACB79+4lhBDS0NBAFAoF+eCDD5gytbW1JCgoiHz22Wec66WLHWP0H8xLSOvXN5GsrCwS0r6fzQ9mwzqjUjYRRfIS4hPRlgAgiuQlrIsdRfJiAoDMmzeP9X4uvyxMtW3LLxqh2QZb34IHTNT5xXy3v3d/MYuILM5+XRBivz74HBu+MZQtZOTrROzfVO8XjEgiI8EDJjJyN723H8nKyiJBse2N5Gf9BRUT67A+ZmdnG82tsNGzNeNvoG+tbdi6UNC2pbG9u/Vrnx1N7+1HAJC+fftaNd6m7EOqaGXWxvlY8Fhrm1zKs80XR7TjDjhzsSMihBDr3we5hgsXLqB169Y4efIkOnTogIsXLyIuLg7Hjx9Hly5dmHIJCQkIDg7GN998w6neqqoqBAUFobKyEoGBgQAAlUqFHTt24JFHHrHbbeNuqNVqtGgZhzKp/G7WVjHBoh5qzPxDhKubFiBEVYxLuResch8Z1qmlQa3C1RXj4RvdEWFj3jZ6xV/6/+2deXhTVfrHv2mapOlCS9ssULqx6+DCvghIAUFBBAsOohVRRgdGlIoWRfEHDpUiu8MILoMMi+ytrI4MYitlANlcQJSlQCktXYEutE3a5Pz+iLnNbfY2W5P38zz30dx77rnvec97bg/3Pe97MlIRoS4GY1rckihNugFKM1LNymTp2dbuNYUn2YaptjGtBvmfvQxxZKxRhl2bdG1n3zZHH7b2zeWLF3D06FGXfq43JxvTalCT+wtK0v8OkTweYYOeA6upgDC4NSTt/oQAf2BxX4akv86EJliOyPoSnj4d5XqwpZ7GbQBjOtuQxUJmQt8l6Qugvv4zqqsq7XYFaTQaxMa3R0FhMQJi7udsz/Ddkbc9FTVXz0Aa38Mm+7PUB/mfvQRxZJzJLNLNaYc53TVV1sblL/7+Gw4cOMCNF2c9x54x7C4c8S419ffbFB69ZscQxhhmzZqFgQMHolu3bgCAwsJCAIBCoeCVVSgUyM01vRAQAFQqFVQqFfe7oqICgE7xdXV13P8b/teXOHLkCEpLiqGY+BrE/gIADBI/3ZxYIhRAPnAiirbNxeHDhzFw4MAm18kh9Ifi4WdQ/r8tuLt/MUJ6PwlRRDTqyvJQdfIroOAcXp4zBwsXLoRi4kzj+2FZJovPtnKvKTzJNky1TVXwG8TqCigGTTRqr6rgAgL8BVAMetohugCapw9b+6Zj5y4oLS7irrSLjsaitDSMGTPG7mc2WzahHwQSEaRifwjrq1C1dyF3j7CVHG2GPg/07QFxXSUknR9HadYXRvo0DE/XarXQavk7vVtj7969eHvOHNzIy+POmdPJyhXL8dxzz+Hu/sUQxzygs42BxrYB6OyiaNs5rFmzpknbTTw2cgS+/PJLnu0ZvjsUg55GUcE5hHXugwAb7M9cH+hsvNKkjTuiHYD97w1byx89ehRAw3hx1nPsGcPuwhHvUlvvbTFfdl555RXs378fR44cQbt27QAAR48exUMPPYSCggJeFMNLL72EvLw8fPPNNybrmj9/Pt5//32j85s3b0ZgYKBzGkAQBEEQhEOprq7GM8884x1fdl599VXs2bMHhw8f5iY6ALjMnIWFhbzJTnFxsdHXHkPmzJmDWbNmcb8rKioQHR2NESNG8NxYBw8exCOPPOJ2V4WrOXLkCEaPHg3FxFQubFTix7CglxbvnfJD5Y1LKNo2F/v377fry07jOg1RF1xE0ba52LNnD4RCIQoLC6FUKtG/f38IhUKb7zclU3PuNYUn2YaptqnyfkXxzvdNttfSNcB+XQDN04fFvtFqULD2bxDL4hE5djZgGE3EtCjbswThdSX45eefmvy5XqPR4NixY0b2ZlE2rQYF/5oOsby9SbmqDnyE1f/3Gl588UVI+k7Cnawv7NKnNXnvf+AB3BLJEfFEil060Wg0eOutt/D5559b7f+0tLQmfRFZvXo15syZY/XdETbkRYR0f9Ts8/X6MtcHttpxU9sB2P/esLX8vn37UFlZyY0XZz3HUTbnTBzxLtV7Zqzh0Xl2GGOYMWMGMjIy8N133yE+Pp53PT4+HkqlEgcPHuTOqdVqfP/99xgwYIDZeiUSCVq1asU7AEAkEvEOU+d84Rg8eDAiZXIUH9mG2noGlUYAlVYAAFBpGIqPbEOkXIHBgwc3r84/jtr6hjoTEhKQkJCASZMmISEhAQEBAXbdb0qm5txr7vAU2zDVNqa8B2pxKxRlG7dXq+iC2nqGouytDtNFc/RhqW/uXPsVVSUFEPd4EiqtkHdNpRVC1H0sLl28gOPHjzfp2Xv37kXnLl0xdOhQPPPMMxg6dCg6d+mKvXv3WpStPPc8qkpvmpVLfP9o3Vjxk+DOxRNN0qe54/jx47h08SJE3cfZrZOAgAAsWbIE6nqN2f4vyt4Kdb0G06dPb5J806dPN67f4N1RlL0VNSo17lw8YZP9mesDnY2HWGxHjUqN69evO3RsNUXWxuX1f5uc/RxH2ZyzD0e8S23Boyc7r7zyCjZt2oTNmzcjJCQEhYWFKCwsRE1NDQBAIBAgOTkZCxcuxFdffYVz585hypQpCAwMxDPPPONm6Vsu+p2Pa3JOojQjFar838BUOp2X7Vmi2/l4+TK7/jVtqk6tqhqq/N9QmpFqtc7m3N/cZ3syJvuqToWQB0aiJucEStIX8Nv71UKwulrU5JxCSTpfFyXprteFpb65k/kFAOdkHdZn+i0TK6BMWoro13dAmbQUZWIFJkyYgIyMDLOy1V4/Z1muiGgAgEAoRu2VUw7VZ3MzMYvFYsxKnomanJNGtlGSvgA1OScxK3lmkxf1mqpf/+4o3b0YNTknMXbM46i9csqmsWiuD9Q3L0IobWWmHamoyTkFsSwOy5cvx+zZs5vUFnvfG019z7jqOT5Pk+O9XAAMwjMNj3Xr1nFltFotmzdvHlMqlUwikbDBgwezs2fP2vUcCj03jek8O10cnmfHntDb5tzvqLBfT7QNk3l2ZMZ5duAnNJtnRygSsx07dtj9bGfl2ZEpFDalJMjMzLTrWfX19Sw6JpYFduzDYmbv4dUZM3sPC+zYh0XHxrH6+nqzslmSK27KMrZr1y4WHev4nCemQsmbopOUlBSn5qcxrJ/Ls9MqlKvf3rForvzjjz/Ot2mA+YcqmGzcOyxm9h4m7dCbCUViplKpmtwWR8napDw7zXhOS4BCz10MhZ6bp3EG5ZEjRyIgIMBhdcrlcgC6dVa2huG6O4Oyp9qGpQzKhw4dQmpqKuRPLwJYPWqvnwVjWgilIRAGtYa2phK3D32GuXPnYtiwYXbpxVH6aCz/gAED0LFTZ4eH2GZlZSEhIQGth0/Ttf+PkHGBn64OVf5vKNyUgszMTG4jTEPZIiIikPTcZNxtFWtSrrv7F2PtB29i+PDhCAoKarI+TOHIsGNnZx7W13/t2jUkJCQY6cMR2YJXrVqF119/3WpfrlixwqYNU+15dlMzG1saL76WQZlCzwmPQb/zsd4oHTGQ9HVmZGTghRen2r3LeVN3Y27uvZ6OubYNGTKEc2tI2nSAn1gKadyD3PXqC0dx5+QGAEBqaipSU1Pdstu8KflXrliOCRMmoDQjFa36PQVRZCzqSnNRcXyH7nP9zp122+Tu3bsBgR9uf/tJw7NDFQhPmIrALgNMuoIay/bJmtVm5UKBzs3l6C0L9HI4SidisbhZEwBb69e/Oxrrw96xaKp8Tk4OACD4vmHwE0uN7tH3pb5cU3GErJ70HF+EJjuEW6Bdzl2L4UaUkqiu3PnqC0dRsisN0g69EfrEWx7XD4mJidi5cyeSX5+FvE0p3Pno2DisbIJsGRkZ+OijjyBt3wuh/Sdy7S0/vh0lu9IgGzcHwuDWACxvymlRro0b7WylfThaJy2ZDh06ADC2az36DVb15QjfhdxYIDeWLThSHy09A2hLtA17My3b0w+u0IcjPtdbs7uSjFSoS3Ihjowxynpsj1xardZmfTTHpdtSXBjOtA+1Wo3A4BCIYx4wmZHZEZmUHY2r3h8twT7IjUV4NZZ2Yja1yznRfEy5PzQ1VdCUFyF0TIrH94MjPtdbs7vQfk+hcFMKasqLsDI93aY/DKbksjUbckZGhu7rjIEbFwI/gOnut+ZKJBdGQ/TXkiVLUJK+AKH9/8y59cqPbUdNzkmkpKR4zETHVZiyLXe4pj0JmuwQLqe54bNE0zDn/vCVfrDV7pKTk53+B8GcG1f/Bzps8GSUFfzmEa5ET2fx4sUAgOUrP0JhzknuvFAkRkpKCnfdV6AlAqbx6Dw7hHdiuH7EFHo/u6U1E0TTSExMxNUrOcjMzMTcuXMB+E4/2Gp3Y8eOdaocGo0Gya/PgrRDb0QmzoUkqiv8xFJIorpCNn4upB17o+rnbxAxbg6kHXojedYb0Gg0TpWppbN48WJUV1VixYoVmDFjBlasWIHqqkqfm+hYsq3IxLk+bU802SFczqBBgxAdE4uK49vBGP+TP2NaVBzfgejYOC50mnAsevfH/PnzfaofPMXu9O60Vv3+bNadVl9eBHX+bzpXYu41ZGdnO1Umb0Af/bVq1SokJyf7nOsKsG5bvmxPNNkhXA5lAPUMfK0fPKW9trrTNFW3vc6VSDgXWiJgHlqzQ7gFCp/1DHytHzyhvebSAOjRu9OEwa29zpVIOBdbbcsX7YkmO4TbSExMxNixYz0+PNLb8bV+SExMxOOPP+7U7MGW0LvTyo5vNxkCX358B/xDFRBH3YOyXWkOc621hFBkZ+ErbbdmW97mmrYHmuwQboXCZz0DX+oHU2G5y1esdFlYrqUsyOXHdvwRjfUcynalNTlLdGN8ORTZl9ruyAzb3gZNdgiC8Bk8JSzXnDsNAiEAhjuHNzjMteYpbXYHvth2T3DVeiKUQRmUQdkWSB8N1NbW4sCBA6iurvbqT+K20lJsw1WZu+3RR3M3xbWGJ2Qrd5d9eELbTUEZlBtwZQZlisYiCDvIyMjA/Q88AACYOnUqEhISEN++AzIyMtwsGWENTwzL1bsPJ02ahGHDhmHYsGGYNGkShgwZ4pA/TJ7YZlfhy20H+LblKHtqydBkhyBsRP9J/JZI9y/wdq9sgDJpKcrECkyYMIEmPB6OL4bl+mKb9fhy2wljaLJDEDZgmJk04gmdH1wgDqDMpC0IX8zc7Ytt1uPLbSeMockO0aLQaDTIysrCli1bkJWV5bLJheEncfjgJ3FvwFUZlPU2uXPnTpfaqCk8JWu0o7HlPeCtbSeaBk12iBZDRkYG4tt3QEJCAp555hmXrpehT+ItH1dkUPa0NV2ekjXakdj6HvDGthNNhyY7RItAv16mTKyAMmkpol/f4dL1MvRJ3DvQh+VGqItQuCkFeSv/jMJNKYioK252GLKnrulyZptdjb3vAW9qO9E8KPQcFHpuC+7UhyeEkBrK0O6pd7G4L8PsE0KoNAK3hrF6Ai1xrDg6LNcV9tFcmd0Viuwo+2jOe8CTwrBb4nhxFq4MPaekgoTHo18vo0x61XwI6aYUZGdnOy0LsGFm0rI9S4C+b4KpaqAqosykLRFHZ4w2tFHdmq6GNSSOsFFHZAFu6Vmym/MeaOltJ5oPubEIj8dT1svoP4mH1xUDAG6sfp4+iRMAnGuj7nbhegqe8h4gWiY02SFcSlOiqTxpvUxiYiJ++flnAMDatWuRmZmJqzmXaaLj4zjLRg1THkQmzoUkqiv8xFKfTHngSe8BwH2RoUTToMkO4TKaGk3laSGkelfVhAkTKDMpAYBvo3Cgjfp6FmBDPOk94M7IUKJp0GSHcAnN+RRPIaSEp2Noo2V7lgCAbk1XM22UXDcNeMp7gNyKLROa7BBOxxGf4imElPB0nLGmy9NcN+7G3e8Bciu2XCgai3A6vEgVxlCb9ws0VbchDG4NSbs/8aIoBg0aZDZENDExEWPHjvWYEFKiZeGK8OPExESMGjUKBw4cwNq1a5v9HL3rpuz4dpPh1hXHd0CuaIP8/HxkZWW1yPGg75f8/HyUlJRAJpMhKirKbFvc+R7whMhQomnQZIdwOvpP7HV3ClGydwk05UXcNWGoAmGDkgAAu3fvxuTnp1gMr6UQUqIpOCJ021YM13Q1N4+KYcqD0oxUtOr3FESRsagr1aU8qL58AtUAkpJ0Y8hZbXIWpvoFAj+AaS22xV3vAXIrtlxoskM4Hf0n9rJ9yyDt2BuhY1IgksWiriQX5ce3o2zfcgDARx99BGmH3lAmvcpdLzu+HRMmTCBXFdFk9GssWqpt6V03ya/PQt6mlIYLfkKIlR0RPnxai2sTYL5fyo9tR03OSRSpRR7XFkO3oiSqq9F1X3MrtiRozQ7hdAYMGAChSAxph96QNfJzyxLnIqB9T8BPSH5wwuF4yxqLxMREXL2Sg8zMTGzatAkyuQLS+B5QTl7eIttkqV9k4+dC2rE3NDWVCGjfy+a2uCIU3JMiwgj7oMkO4XSOHj0KTZ0aof1Nh89K2/cCtBoKryUcjjeFbutdN1FRUSgpLkJo/4kttk3W+iW031PQlBchIL6nTW1xVSi4p0SEEfZDbizC6Vjzcwv8xRavkx+caCreuMbCG9pkaxv07wZLbXG1m9KcWzE6Ng4rPcjlRvChLzuE07EWPsvq1Ravkx+caCruDt12hmvF3W1yBLa2Qf9uMNcWd7kpDd2KmzdvNsqkTtmVPQ+a7BBOx5qfu/bqaQhFYvKDEw7HnWss9u7d6xTXijesG7HWhvLjOyAMVaD26mmLbXGnm1LvVpw0aRIvkzplV/ZMaLJDOB1rfu7aK6cwK3km+cEJh+PONRbPPfecU7LsesO6EUttKElPRc3lkxBKQ1B75ZTFtniaS4+yK3sutGaHcAm2+Ln79etHfnDC4bh6jYXeZSGN74Gg0bO5Lw5610ppRiqSZ72BsWPHNnlC4g3rRsyG1AuEABgUknqrbfGkUPDGLjVz/T5q1Ciny0IYQ5MdwmVYy3xKGZIJZ2GLbTkqw/KxY8cAACG9nwSzkGV31apVUCgUTX6WuTYBQFZWVosYQ4ZtsDWDsiG2ZJh2lUvP1uzKevsgXAtNdgiXYi3zKWVIJpyFJdtyZIblwsJCBAYGQhQZA7WJ63V3CgGBH15//fVmP6txm1yZKdpRNGfMW8swXZNzEit37nTJZM9Wl5rePgjXQmt2CILwaRy9zkKpVAIA6kqvG12rvnAUZfuWQ9q+p8PXdPjqehF3bw6qx9YIM719EK6FJjuEz0LhoYRGo8FMB4cu9+/fHwBQefIrXqQR02pwK/Nfukzi499zaJi0I0KwNRoNDh06hPfeew/vvfceDh065LIx0dyxaC0U3BXYGiWntw/CtdBkh/BJKDyUAIAPPvgANxwcuqx3mdRcPcOLNKr88T/QlBebzSTenDDp5oZgZ2RkQNGmLYYPH47U1FSkpqZi+CMjoFC2cfqYcNRYNBcK7iq8IUrOm6E1O4TP0dI3hiQcQ0ZGBubNmwfAOaHLGzduNI40ctKzmhOCnZGRgfETJkDavheUI2fzNuQsyzmB8ePHIz093SljwtvGoi1RcnV1dW6U0HehLzuET+EtG0M2BXLbNaC3A0lbXbiyM7IRjxkzhudaWbFihdOe1dSsypwbr30vI9eabPxcSDv0gUAsxbTpr+DLL790qN24ayw6exx4gkuNMIYmO4RP4U0bQ9oDue346O0gbMiLEIYqUO6kbMSGrpVXX33VaZmPm5pVOTs7Gzeu55rdVDS0/1Ng6hqUFBciKSnJoXbjjrHoyg1D3elSI4yhyQ7hU3haxlVX4KtROpbQ969YEY/whKmouXwSJUaZfBeg2oHrLJy5pqOpdds6HgAg/LGZDrWb3bt32/RsR41FGge+DU12CJ/CGzZRtAdfdttZwtAOArsMgGzcHKhLcnmhyzVXzuD9+fOdsmO2M8Kkm1K3reMBAERhCofZjUajwZebt9j0bEeMRRoHBC1QJpyKo7LSOgpPyrjqCmzN6pqdne1TyRwHDBgAmVyBWwfXICzhRUg79UVUp75Q3fgV9ZVlqDqzHzL/Grz77rvcPY6y5bFjxyI0NBRZWVkAgCFDhvBcHc15jr1ZyAcNGoR2MbEoO7YNsvHvGY2H8mM7IBBL4RcQAkm7PwFwjN1kZ2ejpLgIwuBwlB/fDpmJsVh+bDvkijYOGYs0Dgia7BBOwxOzuXpSxlVX4ItuO2vo7bKkuAhAEYq3vgthcDjChrwAUZgSNb9nQ33zAj4ysANH2bKpetZv2MjV44jn2JORWCgU4qMVyzF+wgSUpC9AaP8/c+Oh/NgO1OScAACEj3odAr+GMdFcu9HfFzbkRZTtW4aSjFSEGoxF3bNP4q/JyQ4ZizQOCJrsEE7Bk0NKvWETRVvxpI0SPQFzdll+bBvK9i0DYGwHjrJla/W8+eabWLp0qcvHTGJiItJ37sTL06ajsNGGnH4BwYh49DUEdhnAu6e5dqO/TxSmhGzcHNzKXMt7tjA4AoDuK5gjoHFACBhjzN1CuJuKigqEhoaivLwcrVq1AgDU1dXh66+/xqhRoyASidwsofuxRx8ajQbx7TugTKww6SoqzUhFRF0xruZcNvuvNle4v5r6jJZkG47oC2u0FH3YoovgyjzkXb8GsVhs1z3Lly3hNq/UarVG+rBWT0n6Aqiv/wxJ7INO6ydb9JOVlYWsrCxotVp89vm/cLdVrEn3lil5zI0nU/bRWB9gDKobv0JTdRt+QWGoPLkLkfUlJtvblHHblL53Fi1lvLgCR+jC1N9vU9ACZcLhOCKbK4WHOgbK6tqALXZZXHQTR48etfsew7DsvXv32v3sgPie0NSp3ZoSQSgUYtiwYViwYAE++OADfPrJGtReOWWT3dg7ZhvbpfrmRYgVHeEfKkfVqd2ovXLKpF029d1gaRyUpC9A9eUTKC66iY6dOlNUlpdCbizC4TQ3m6unur9aKr7ktrNEU+zS1nvCH5sJcUQ0yo5vx3PPPYfNmzfb9WyBv9hu2ZyNrXZjy5g1NZm21y6b+24w9zxhcAQiHn8TojAlvWe8GPqyQzic5mRzpfBQ50BZXZtml7bewwvLju8BADw7tVYPq1fbLZsrsGY3tozZt+e80+T69Tjq3ZCYmIjLly5CJldArOgA+dMfIGr6Fwj+0xB6z3g5NNkh7MKWVOvNyebqqIyq7twawVO3ZfAFt50lbLFLuaIN8vPzuX6zdk/58R3wD1XwwrJDej8JADh27JjNz669ehpCkdgp2ZWbgq02rB+zIX0mQJV3DnfPf4/a67+AaTXcmL2Rd93is2yxS2vvhpA+45GXew3z58/n5DXXhqNHj6KkuAjhj0yHNPYBXpSZN2dR93XIjUXYxf0PPIBLFy9yv02FxVoK7y4/th01OSfxSkpKk7O5WvuU786Qd08Mtyd0WEs7UH35BKoBJCUlAWjoN/O2rAuPlo2bww/LjogGABQWFtr87Norp7hoLHenRDBlwxD4AX9MwgztWT8WS/cthaaiuKG9oQqEJ0xFQNyDDpHJ0ruh+sJR3PrucwDgdmyPkMkBxlBWWsKV08utUqnM1gVQGLq3QpMdwib27t0LoVCIWyI5lEkvW/WXJyYm4s0338SSZctRffkEd14YHAGxsiOWLl2Kfv368e5xRHioO9f80Hojz8fcug34CSFWdkT48Gkm+83cWg/ZuDnGYdlleQA6QKlU2vRswzUq/fr1c+vaKvOh+bp/pIQNnoyygt84vVy6dAkAIJbFIfQJgx3Tj29Hya40hA1+ziFymXs3VF84ipJdaZB26I3QJ97ipRLQyfs8Qno+zuvP+fPnm6xLD4WheycUeg4KPbeGRqPBPffeiyWLF2P2DwKotLp/XTKtBrV553An8wuEogo3rl83Ctkt8ZchIPYBaMqL4B+mRHD3URAI/c2Grsa174BbdoRJG4ahyuVyTHlxqsX7peXXsG3L5iZlrFWr1Vi9ejWuXbuGhIQEDB8+HEFBQbz2NjXE25mh9s4O4/fEsWKtzWq1Gv/85z9x+PBh/Pfgt6gPjYLy2Q/hJ2yQv3G/ATp3Sn5+Pl6f9QaqQmJMhmXf3b8Yaz94EyNHjkRAQIBF2eRyOQCguLiY+/+CggIcO3YM+fn5qK6uRo8ePSCXy6FUKrnwdr0s5tpnqv2G9zR+rkajQWZmJv7xz4/BlPeYzGhckpGKupJctHnpE5TtSkNw5XX4+/ujlAUhpMfj8A+JgKTdnyDwE/4RTp+K2ryz6BAXjaWLFyMnJweHDx/G3bt3IZPJEBcXh8jISCgUCkRFRWHAgAHIysrChg0bkJubi9jYWDz77LPw9/dHZmYmVn70D2hC20Hx7CL4CUXQ1qtR8MlUiJWdIBtvLG/xzgVQF11G64QX4R8SAXHUPSjblYbWtYUoLCqEOOYBk/2nTwPw9b69KCsrc/iYsWW8NO6/AQMG4OjRo0b9bWs5T8WVoedgXsLHH3/M4uLimEQiYT169GCHDx+2+d7y8nIGgJWXl3Pn1Go127VrF1Or1c4Qt0WRmZnJpFIp27VrF+v8zl4W+9Y+Jhv3DhOGKhgA7pAplCw9PZ27BwATBofzyghDFUw27h2mTFrCALDMzEzuOenp6SwiUsYAMGmH3kyZtIRFJ29nyqQlLLBjHyYQCLj69eWjY2J59QNgyqSlLPatfUaH/pkAWHRMLEtPTzdZh/6aISkpKUwoEutk+0MXwa1CWUpKCq+91p5t2F5L7TAlQ1NwZt16PG2sWGszZ2cCP14Zv8AwJhv3jk39lp6ezgQCAQvs2MfITgMDA23Sh0n75WQSNPx/IzkjImUsQia32L7G9Zq6h1evn9Dm8aOYtLBhLDWSTT++DcsnJCSwXbt2MalUalRe91vAADCBnx9PjsZyceWFIhZ478PMLzDUrLyyce+YfPeEDZ5scE7ApI36T9qxT4P+nTRmrI0XU/2nf/cYypOSkmJTOUeOdUfjiHeHqb/fpvAKN9a2bduQnJyM1atX46GHHsKnn36Kxx57DOfPn0dMTIy7xWvxNPZdc5+OO/ZG6JgU7tNxhcFnf/3iPrGiI0LH/dno83bE47N4dRt+Pg+7dxQqf/oPL6NqpEyOjVbCXStO7EL5/7606osP7DoIZfUqjB8/HhAIEGjF7TR79mwsWbIE0g59ENr/zwhR6uoRt+uGJUuWAAC6d++ue4ad6wCc6fryRbeaLVmK9X2m709D10fJrjSea8pcv1l0SW3c2GQ5de6iEwAYxPIOUBflQNq+Fydn5el9KDu8XnffyNk2ZWE2d4/eNQUwSON7QiCSoPr3bKs2rKm6zS2ilrbvidD+E43Gt2zcHG69zvHjxzFz5kwAAl5b+O0FmFbL9UndnUKU7VsGaXxPk+Wrz38Pkbw9tNXlRvLyXFuN3j13Djf0TcTjb+BO9kbee8YvqPUfttGL1y5XjRlLGb5rck4h4vE3uBD5JUuWQKzsCGXSUk5f4pgHefry5rFuL17hxurbty969OiBNWvWcOfuuecejBs3DmlpaVbvJzeWZbKysjBq1Chs2bIFs48DOWv+CrEs1uSn7tKMVISri6CqrTX7mb8kIxXqwhxoqsqQmZmJQYMGGbmAmFZjtCnjtSs53KdbUy6j2uu/oGjLO1AmLTXpi1fl/4bCTSnwC2qNtn/9HPmrkhAQc5/FDLEXfjuPkNAwiGMe5D6VS4QMi/toMPsHAfK2p0J9/Wf8Z/8+jBgxwuqzMzMzuX2LnJnd2BWZk/V4ylixJUuxKvcnMIEQATH3m3R9lKQvgLr0OqJe/gwCP6HJfmv8zMbuIlMZlO2Vs/b6OQikwZDI47lxxrQa5H/2MsSRsSZlL81IhSr3J557xto9JekLUJt3DlEzNqLg079Ae/eOVRuW/fnvuPX1SogVHcyO77qSXLQe+RpKdv4fWnfph3VpKXjx3aUIHj3bhAypqLl6GgFx3SGf8H8AYzqZzbxj9PqJfPIdlGx/jycv116z96ai5sppgGmgTFoKcZtODZmbA0NR+p9/QCKLM6tfR4wZc+PFql38ode2L38GCAScrbb9yxoU/Gu6xXeys7NvNxXKoGwHarUap0+fxogRI3jnR4wYwcuEaohKpUJFRQXvAHSKNzxMnfPFo1+/fujQsaNOeYUXIFZXQDFwIgL8BZAIGXcE+AsgHzgRZSXFqKqsgGLQ0ybLKAZOhFhTjejYWPTr1w+HDx9GaUkx5AZ1Boj8EBp/HyLuH4I2I15CWUkxDh8+jLq6OpPlJUKG0Nh7EayIhfrMLkj8NLznSvw0UP+4G8GyKEi0tdCc/1YnixkZ5QMnorS4CG+//TbE/kIoBhk8y0/37wOJUHe/2F+Ic+fOoVPnzqj70fSz637cjU6du6Bfv36cXs21o7EM+nbbczizblOHJ4wVa20O69wHEpH/H/1uuoxi0NMQqysgKPzNbL8ZHlqtFg899BAmTJiAhx56CFqt1qo+rMmps0lAUlfFG2eCwt90Y8+M7PKBEyH2FyKscx+b71EMehoBQkBz/ltItCoEy9pCbcaG1Wd2QRoYDL87eRBraiyOb5G6AtVZn0AqESOsU08AgKx/ohkZJkIqEaN1l74I8Bc0yGxFP1KRUDfeDeS1fu9ESAPECGotg/rMVwjwB0Lj70P4fYMhFftDUldpUb+OGjOm7MOqXfyhV0Hhbzxbrf/1v1bfyY4c644+HPHusIUW/2WnoKAAUVFR+N///ocBAxqiIhYuXIj169fjwoULRvfMnz8f77//vtH5zZs3IzAw0KnyEgRBEAThGKqrq/HMM89Y/bLjFWt2AEAgEPB+M8aMzumZM2cOZs2axf2uqKhAdHQ0RowYwXNjHTx4EI888ojPu7GABn2kzJ6NG3l5UExMhbhtZ6Ny6oKLKNo2FwCsltm/fz8GDhyII0eOYPTo0Q4rX3HiK5Qf3QYYJGfzbyVH2ODnIAxqjaJtcxH28PO48/16q8986aWX8Pnnn/PKSfwYFvTS4r1Tfqi8cQlF2+YiLS0Nf/vb37B37168PWcObuTlcXW1i47BorSFGDNmDO8Z9rbbHpxZd2M8ZaxYa3Plj9/gTtYXAKzbJmC+36xhTR+29k1jOVV5v6J45/tW7wsb8iJCuj9q3z0G40Fz9zZuH97Iz5sTHA5N1a0/fgkAMKt1ipQdUVd4GcpHXsKKF4firX1XwOSdrMptq8zyCfMgif4Tai79YCSvLTq6k/UFIuUKlBYX8co4e8yYsw9b7ULfblN95+yx7mgc8e7Qe2as0eInO5GRkRAKhbwEXoAupFKhUJi8RyKRQCKRGJ0XiURGCjd1zpf58cwZxHfoiOIj20yvBTmyTZfQC7BYJlKuwODBgyEUCjF48GBEyuQOK19+9Sxq6jSQPfkuWE0FhMGtdRluBQIUZaSiTtwKwnuHo/bQv1GUvdX0mp0/nrlo0SJ8vOYTk+VUGoai7K1Q12swffp0iEQiJCYmYuzYsTaFetvbbntwZt3mcPdYsdbmOxdPQFVXDyYQoih7m+k1LNlbERgUjG1btzQ7y7Q5fViTsyR7K2rrAYE0GEVHtjWs2VHeA7W4lVnZS49sg7pegzsXT0B030ib7inJ3opaDSC8dzjUxzI4Ow+P683bhbzixC6o7twCYxogoBWEQj8LdW6DWtwKWoihUqlx59IpAENRcizD9Jqd7G2oUanBLvwA0X0jAb3MBm03pR+togtUGgH82vdDeFxv1Oadw+3v1kJzK8+8bo/oZLtz8QQi5QpcvniBC9XWp65w1ZhpbB9W7eLINtSJW4Ep70FtPUNJ9laoxa3g/6cRUB/7yqy+nDHWHU1z3h223tfi1+yIxWL07NkTBw8e5J0/ePAgz61FOAaxWIxPVn9scRftj1Ysx0d27LRt787cVstfOQXU1eLumb3wD5VDrOgI9c2LusWJl08i+IGRuLVnMVhdLWqs7OoslUoxK3kmanJO6ha45v8GpqoBAJTuXoyanJOYlTyTyy+kl8+WbRmcuSO5L+52bq3NtVdO4Y3Xk3X9nnMCJenGu1/XXDmFzz79BMOGDXOabizvwK3rG1ZXA39pKGoun+TkZHUqhDww8g/ZF5js01nJM3k7lVu6R/esU2DqGpTt/hAhDzyKmpxTuoWvBruQV57cjdorOplQr0ZYj1EIG/Qcb0w0ll8oDYH62hmMHfM4aq/9CACouXLGhM5TddFYWg1qrzQ8O2xQ0h9tN10/q6tB6VcLuWvqmxdRdWo36kuu4o3Xk83r9rJONv2u6mKxmBurw4YNs+u95Vq7WICayycROigJ6psXOXmE0hDUFeWY1Ze3jvUm0eTgdg9i69atTCQSsbVr17Lz58+z5ORkFhQUxK5du2bT/ZRnxzqN9WEyl0lsnNU8OI3LGOLI8qZzmAhtKmfqmdby7DQHe9vtKXXr8bSxYq3N5vLsRMrkDtGLrfqwbKMW8uzITOTZadQ+ozw7Ju4xHA+8fDZGuXCEDPBjAYGBXB4s/dE4r4u+TkN53n77bQt5dnR1A7bm2dGVD27Vym4dmJKtKfbjbPuwKc9ObJxteXYcPNYdjSvz7LT4Bcp6Vq9ejcWLF+PmzZvo1q0bVqxYgcGDB9t0L4WeW8eUPmzJzGtv9l5HljeXqdZSuaZmUG4ulEHZsVhrs36TyKysLADAkCFDHLY5qj36MGWjhYWFKCoqQklJCW7cuIF27dohMjLS6RmUv//+e+Tl5SEqKgphYWH4+eefcf36dcTGxuL555/HsGHDjJ6rz9ibn5+PkpISyGQyTka9PHp9NCeDclZWFq5fv46YmBgMHTqUSwNgiw4syWZLv1AGZefhiHeHraHnXjPZaQ402bEO6aMB0gUf0gcf0gcf0gcf0kcDrpzstPg1OwRBEARBEJagyQ5BEARBEF4NTXYIgiAIgvBqaLJDEARBEIRXQ5MdgiAIgiC8GprsEARBEATh1dBkhyAIgiAIr4YmOwRBEARBeDU02SEIgiAIwqtp8bueOwJ9EmnDreLr6upQXV2NiooKn89yCZA+DCFd8CF98CF98CF98CF9NOAIXej/blvbDIImOwAqKysBANHR0W6WhCAIgiAIe6msrERoaKjZ67Q3FgCtVouCggKEhIRAIBAA0M0Wo6OjkZeXZ3G/DV+B9NEA6YIP6YMP6YMP6YMP6aMBR+iCMYbKykq0bdsWfn7mV+bQlx0Afn5+aNeunclrrVq18nmDNIT00QDpgg/pgw/pgw/pgw/po4Hm6sLSFx09tECZIAiCIAivhiY7BEEQBEF4NTTZMYNEIsG8efMgkUjcLYpHQPpogHTBh/TBh/TBh/TBh/TRgCt1QQuUCYIgCILwaujLDkEQBEEQXg1NdgiCIAiC8GposkMQBEEQhFdDkx2CIAiCILwamuyYYf/+/ejbty+kUikiIyORmJjIu379+nWMGTMGQUFBiIyMxGuvvQa1Wu0maZ2PSqXCgw8+CIFAgJ9++ol3zVd0ce3aNUydOhXx8fGQSqXo0KED5s2bZ9RWX9GHntWrVyM+Ph4BAQHo2bMnsrOz3S2S00lLS0Pv3r0REhICuVyOcePG4cKFC7wyjDHMnz8fbdu2hVQqxZAhQ/Drr7+6SWLXkpaWBoFAgOTkZO6cr+kjPz8fSUlJiIiIQGBgIB588EGcPn2au+5L+qivr8fcuXO5d2f79u3x97//HVqtlivjdH0wwoidO3ey1q1bszVr1rALFy6w33//ne3YsYO7Xl9fz7p168YSEhLYmTNn2MGDB1nbtm3ZjBkz3Ci1c3nttdfYY489xgCwH3/8kTvvS7r4z3/+w6ZMmcIOHDjAcnJy2O7du5lcLmdvvPEGV8aX9MEYY1u3bmUikYh9/vnn7Pz582zmzJksKCiI5ebmuls0pzJy5Ei2bt06du7cOfbTTz+x0aNHs5iYGFZVVcWVWbRoEQsJCWHp6ens7NmzbOLEiaxNmzasoqLCjZI7nxMnTrC4uDh2//33s5kzZ3LnfUkft27dYrGxsWzKlCnshx9+YFevXmXffvstu3z5MlfGl/SRmprKIiIi2L59+9jVq1fZjh07WHBwMFu5ciVXxtn6oMlOI+rq6lhUVBT717/+ZbbM119/zfz8/Fh+fj53bsuWLUwikbDy8nJXiOlSvv76a9a1a1f266+/Gk12fE0XjVm8eDGLj4/nfvuaPvr06cOmTZvGO9e1a1f29ttvu0ki91BcXMwAsO+//54xxphWq2VKpZItWrSIK1NbW8tCQ0PZJ5984i4xnU5lZSXr1KkTO3jwIHv44Ye5yY6v6eOtt95iAwcONHvd1/QxevRo9uKLL/LOJSYmsqSkJMaYa/RBbqxGnDlzBvn5+fDz80P37t3Rpk0bPPbYY7zPaceOHUO3bt3Qtm1b7tzIkSOhUql4nym9gaKiIrz00kvYuHEjAgMDja77ki5MUV5ejvDwcO63L+lDrVbj9OnTGDFiBO/8iBEjcPToUTdJ5R7Ky8sBgLOFq1evorCwkKcbiUSChx9+2Kt188orr2D06NEYPnw477yv6WPPnj3o1asXnnrqKcjlcnTv3h2ff/45d93X9DFw4EAcOnQIFy9eBAD8/PPPOHLkCEaNGgXANfqgyU4jrly5AgCYP38+5s6di3379qF169Z4+OGHcevWLQBAYWEhFAoF777WrVtDLBajsLDQ5TI7C8YYpkyZgmnTpqFXr14my/iKLkyRk5ODVatWYdq0adw5X9JHaWkpNBqNUXsVCoXXtdUSjDHMmjULAwcORLdu3QCAa78v6Wbr1q04c+YM0tLSjK75mj6uXLmCNWvWoFOnTjhw4ACmTZuG1157DRs2bADge/p46623MGnSJHTt2hUikQjdu3dHcnIyJk2aBMA1+vCZyc78+fMhEAgsHqdOneIWTL377rsYP348evbsiXXr1kEgEGDHjh1cfQKBwOgZjDGT5z0NW3WxatUqVFRUYM6cORbra8m6AGzXhyEFBQV49NFH8dRTT+Evf/kL71pL14e9NG6XN7fVFDNmzMAvv/yCLVu2GF3zFd3k5eVh5syZ2LRpEwICAsyW8xV9aLVa9OjRAwsXLkT37t3x17/+FS+99BLWrFnDK+cr+ti2bRs2bdqEzZs348yZM1i/fj2WLl2K9evX88o5Ux/+DqmlBTBjxgw8/fTTFsvExcWhsrISAHDvvfdy5yUSCdq3b4/r168DAJRKJX744Qfevbdv30ZdXZ3RzNQTsVUXqampOH78uNG+Jb169cKzzz6L9evXt3hdALbrQ09BQQESEhLQv39/fPbZZ7xy3qAPW4mMjIRQKDT6l1dxcbHXtdUcr776Kvbs2YPDhw+jXbt23HmlUglA9y/WNm3acOe9VTenT59GcXExevbsyZ3TaDQ4fPgw/vnPf3KRar6ijzZt2vD+hgDAPffcg/T0dAC+Zx8pKSl4++23uffsfffdh9zcXKSlpeH55593jT4csvLHiygvL2cSiYS3QFmtVjO5XM4+/fRTxljDItSCggKuzNatW71uEWpubi47e/Ysdxw4cIABYDt37mR5eXmMMd/RhZ4bN26wTp06saeffprV19cbXfc1ffTp04dNnz6dd+6ee+7x+gXKWq2WvfLKK6xt27bs4sWLJq8rlUr24YcfcudUKpXXLkCtqKjgvSvOnj3LevXqxZKSktjZs2d9Th+TJk0yWqCcnJzM+vfvzxjzPfsIDw9nq1ev5p1buHAh69SpE2PMNfqgyY4JZs6cyaKiotiBAwfY77//zqZOncrkcjm7desWY6whvHjYsGHszJkz7Ntvv2Xt2rXz2vBiPVevXjUbeu4LusjPz2cdO3ZkQ4cOZTdu3GA3b97kDj2+pA/GGkLP165dy86fP8+Sk5NZUFAQu3btmrtFcyrTp09noaGhLCsri2cH1dXVXJlFixax0NBQlpGRwc6ePcsmTZrktaHFpjCMxmLMt/Rx4sQJ5u/vzz744AN26dIl9uWXX7LAwEC2adMmrowv6eP5559nUVFRXOh5RkYGi4yMZLNnz+bKOFsfNNkxgVqtZm+88QaTy+UsJCSEDR8+nJ07d45XJjc3l40ePZpJpVIWHh7OZsyYwWpra90ksWswNdlhzHd0sW7dOgbA5GGIr+hDz8cff8xiY2OZWCxmPXr04MKvvRlzdrBu3TqujFarZfPmzWNKpZJJJBI2ePBgdvbsWfcJ7WIaT3Z8TR979+5l3bp1YxKJhHXt2pV99tlnvOu+pI+Kigo2c+ZMFhMTwwICAlj79u3Zu+++y1QqFVfG2foQMMaYYxxiBEEQBEEQnofPRGMRBEEQBOGb0GSHIAiCIAivhiY7BEEQBEF4NTTZIQiCIAjCq6HJDkEQBEEQXg1NdgiCIAiC8GposkMQBEEQhFdDkx2CILyGuLg4rFy50il1DxkyBMnJyU6pmyAI50KTHYIg3MKUKVMwbty4Jt3773//G2FhYUbnT548iZdffpn7LRAIsGvXrqYJSBCE1+Azu54TBOH9yGQyd4tAEIQHQl92CILwOJYvX4777rsPQUFBiI6Oxt/+9jdUVVUBALKysvDCCy+gvLwcAoEAAoEA8+fPB8B3Y8XFxQEAnnzySQgEAu63qS9KycnJGDJkCPf77t27mDx5MoKDg9GmTRssW7bMSEa1Wo3Zs2cjKioKQUFB6Nu3L7KyshyoBYIgHAVNdgiC8Dj8/Pzwj3/8A+fOncP69evx3XffYfbs2QCAAQMGYOXKlWjVqhVu3ryJmzdv4s033zSq4+TJkwCAdevW4ebNm9xvW0hJSUFmZia++uor/Pe//0VWVhZOnz7NK/PCCy/gf//7H7Zu3YpffvkFTz31FB599FFcunSpGS0nCMIZkBuLIAiPw3AhcHx8PBYsWIDp06dj9erVEIvFCA0NhUAggFKpNFuH3qUVFhZmsVxjqqqqsHbtWmzYsAGPPPIIAGD9+vVo164dVyYnJwdbtmzBjRs30LZtWwDAm2++iW+++Qbr1q3DwoUL7WkuQRBOhiY7BEF4HJmZmVi4cCHOnz+PiooK1NfXo7a2Fnfv3kVQUJBTn52TkwO1Wo3+/ftz58LDw9GlSxfu95kzZ8AYQ+fOnXn3qlQqREREOFU+giDshyY7BEF4FLm5uRg1ahSmTZuGBQsWIDw8HEeOHMHUqVNRV1fX7Pr9/PzAGOOdM6y38TVTaLVaCIVCnD59GkKhkHctODi42TISBOFYaLJDEIRHcerUKdTX12PZsmXw89MtK9y+fTuvjFgshkajsVqXSCQyKieTyXDu3DneuZ9++gkikQgA0LFjR4hEIhw/fhwxMTEAgNu3b+PixYt4+OGHAQDdu3eHRqNBcXExBg0a1LSGEgThMmiBMkEQbqO8vBw//fQT75DJZKivr8eqVatw5coVbNy4EZ988gnvvri4OFRVVeHQoUMoLS1FdXW1yfrj4uJw6NAhFBYW4vbt2wCAoUOH4tSpU9iwYQMuXbqEefPm8SY/wcHBmDp1KlJSUnDo0CGcO3cOU6ZM4SZeANC5c2c8++yzmDx5MjIyMnD16lWcPHkSH374Ib7++msnaIogiOZAkx2CINxGVlYWunfvzju++OILLF++HB9++CG6deuGL7/8Emlpabz7BgwYgGnTpmHixImQyWRYvHixyfqXLVuGgwcPIjo6Gt27dwcAjBw5Eu+99x5mz56N3r17o7KyEpMnT+bdt2TJEgwePBhPPPEEhg8fjoEDB6Jnz568MuvWrcPkyZPxxhtvoEuXLnjiiSfwww8/IDo62oEaIgjCEQiYLQ5qgiAIgiCIFgp92SEIgiAIwquhyQ5BEARBEF4NTXYIgiAIgvBqaLJDEARBEIRXQ5MdgiAIgiC8GprsEARBEATh1dBkhyAIgiAIr4YmOwRBEARBeDU02SEIgiAIwquhyQ5BEARBEF4NTXYIgiAIgvBqaLJDEARBEIRX8//pnHvja95IMgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build the scatter plots for latitude vs. cloudiness\n",
    "\n",
    "\n",
    "\n",
    "plt.scatter(city_data_df[\"Lat\"], city_data_df[\"Cloudiness\"], marker=\"o\", edgecolor = \"black\")\n",
    "plt.grid()\n",
    "\n",
    "# Incorporate the other graph properties\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Cloudiness %\")\n",
    "plt.title(f\"City Latitude vs. Cloudiness({now})\")\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": 14,
   "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_data_df[\"Lat\"], city_data_df[\"Wind Speed\"], marker=\"o\", edgecolor = \"black\")\n",
    "plt.grid()\n",
    "\n",
    "# Incorporate the other graph properties\n",
    "\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"WindSpeed m/s\")\n",
    "plt.title(f\"City Latitude vs. WindSpeed({now})\")\n",
    "\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": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a function to create Linear Regression plots\n",
    "def linear_regression(x_values, y_values, title, x_label, y_label):\n",
    "    \n",
    "    (slope, intercept, rvalue, pvalue, stderr) = linregress(x_values, y_values)\n",
    "    regression = x_values * slope + intercept\n",
    "    lineeq = f\"y={round(slope,2)}x +{round(intercept,2)}\"\n",
    "    plt.scatter(x_values,y_values)\n",
    "    plt.plot(x_values,regression)\n",
    "    plt.annotate(lineeq,(15,50),fontsize=15,color=\"red\")\n",
    "    plt.xlabel(x_label)\n",
    "    plt.ylabel(y_label)\n",
    "    plt.title(title)\n",
    "    print(f\"The r-value is: {rvalue**2}\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>heighington</td>\n",
       "      <td>53.2124</td>\n",
       "      <td>-0.4590</td>\n",
       "      <td>4.65</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>3.09</td>\n",
       "      <td>GB</td>\n",
       "      <td>1700999133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ataq</td>\n",
       "      <td>14.5377</td>\n",
       "      <td>46.8319</td>\n",
       "      <td>29.22</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>4.30</td>\n",
       "      <td>YE</td>\n",
       "      <td>1700999229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>iqaluit</td>\n",
       "      <td>63.7506</td>\n",
       "      <td>-68.5145</td>\n",
       "      <td>-10.15</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "      <td>1.54</td>\n",
       "      <td>CA</td>\n",
       "      <td>1700999231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>albany</td>\n",
       "      <td>42.6001</td>\n",
       "      <td>-73.9662</td>\n",
       "      <td>-1.70</td>\n",
       "      <td>83</td>\n",
       "      <td>78</td>\n",
       "      <td>0.45</td>\n",
       "      <td>US</td>\n",
       "      <td>1700999239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ribeira grande</td>\n",
       "      <td>38.5167</td>\n",
       "      <td>-28.7000</td>\n",
       "      <td>20.22</td>\n",
       "      <td>100</td>\n",
       "      <td>75</td>\n",
       "      <td>7.60</td>\n",
       "      <td>PT</td>\n",
       "      <td>1700999240</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             City      Lat      Lng  Max Temp  Humidity  Cloudiness  \\\n",
       "0     heighington  53.2124  -0.4590      4.65        89         100   \n",
       "2            ataq  14.5377  46.8319     29.22        19           5   \n",
       "3         iqaluit  63.7506 -68.5145    -10.15        73          75   \n",
       "7          albany  42.6001 -73.9662     -1.70        83          78   \n",
       "8  ribeira grande  38.5167 -28.7000     20.22       100          75   \n",
       "\n",
       "   Wind Speed Country        Date  \n",
       "0        3.09      GB  1700999133  \n",
       "2        4.30      YE  1700999229  \n",
       "3        1.54      CA  1700999231  \n",
       "7        0.45      US  1700999239  \n",
       "8        7.60      PT  1700999240  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a DataFrame with the Northern Hemisphere data (Latitude >= 0)\n",
    "northern_hem_df = city_data_df.loc[city_data_df[\"Lat\"]>=0]\n",
    "\n",
    "# Display sample data\n",
    "northern_hem_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>1</th>\n",
       "      <td>carnarvon</td>\n",
       "      <td>-24.8667</td>\n",
       "      <td>113.6333</td>\n",
       "      <td>22.20</td>\n",
       "      <td>71</td>\n",
       "      <td>85</td>\n",
       "      <td>7.31</td>\n",
       "      <td>AU</td>\n",
       "      <td>1700999227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>port-aux-francais</td>\n",
       "      <td>-49.3500</td>\n",
       "      <td>70.2167</td>\n",
       "      <td>3.85</td>\n",
       "      <td>68</td>\n",
       "      <td>73</td>\n",
       "      <td>10.39</td>\n",
       "      <td>TF</td>\n",
       "      <td>1700999233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>urcos</td>\n",
       "      <td>-13.6861</td>\n",
       "      <td>-71.6228</td>\n",
       "      <td>11.94</td>\n",
       "      <td>77</td>\n",
       "      <td>100</td>\n",
       "      <td>0.92</td>\n",
       "      <td>PE</td>\n",
       "      <td>1700999235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>punta arenas</td>\n",
       "      <td>-53.1500</td>\n",
       "      <td>-70.9167</td>\n",
       "      <td>5.06</td>\n",
       "      <td>65</td>\n",
       "      <td>75</td>\n",
       "      <td>13.38</td>\n",
       "      <td>CL</td>\n",
       "      <td>1700999237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>novo aripuana</td>\n",
       "      <td>-5.1206</td>\n",
       "      <td>-60.3797</td>\n",
       "      <td>26.33</td>\n",
       "      <td>83</td>\n",
       "      <td>98</td>\n",
       "      <td>0.93</td>\n",
       "      <td>BR</td>\n",
       "      <td>1700999244</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 City      Lat       Lng  Max Temp  Humidity  Cloudiness  \\\n",
       "1           carnarvon -24.8667  113.6333     22.20        71          85   \n",
       "4   port-aux-francais -49.3500   70.2167      3.85        68          73   \n",
       "5               urcos -13.6861  -71.6228     11.94        77         100   \n",
       "6        punta arenas -53.1500  -70.9167      5.06        65          75   \n",
       "10      novo aripuana  -5.1206  -60.3797     26.33        83          98   \n",
       "\n",
       "    Wind Speed Country        Date  \n",
       "1         7.31      AU  1700999227  \n",
       "4        10.39      TF  1700999233  \n",
       "5         0.92      PE  1700999235  \n",
       "6        13.38      CL  1700999237  \n",
       "10        0.93      BR  1700999244  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a DataFrame with the Southern Hemisphere data (Latitude < 0)\n",
    "southern_hem_df =city_data_df.loc[city_data_df[\"Lat\"] < 0]\n",
    "\n",
    "# Display sample data\n",
    "southern_hem_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Temperature vs. Latitude Linear Regression Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r value is 0.7562799053861248\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",
    "\n",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(northern_hem_df[\"Lat\"],northern_hem_df[\"Max Temp\"])\n",
    "\n",
    "regression= northern_hem_df[\"Lat\"]*slope+intercept\n",
    "lineeq=f\"y={round(slope,2)}x+{round(intercept,2)}\"\n",
    "plt.scatter(northern_hem_df[\"Lat\"],northern_hem_df[\"Max Temp\"],)\n",
    "plt.plot(northern_hem_df[\"Lat\"],regression,color=\"red\")\n",
    "plt.annotate(lineeq,(10,-20),c=\"red\",fontsize=15)\n",
    "plt.title(\"Latitude vs Max Temp - Northern Hemisphere\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Max Temp\")\n",
    "print(f\"The r value is {rvalue**2}\")\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r value is 0.3389434562304345\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",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(southern_hem_df[\"Lat\"],southern_hem_df[\"Max Temp\"])\n",
    "regression= southern_hem_df[\"Lat\"]*slope+intercept\n",
    "lineeq=f\"y={round(slope,2)}x+{round(intercept,2)}\"\n",
    "plt.scatter(southern_hem_df[\"Lat\"],southern_hem_df[\"Max Temp\"])\n",
    "plt.plot(southern_hem_df[\"Lat\"],regression,color=\"red\")\n",
    "plt.annotate(lineeq,(-20,5),c=\"red\",fontsize=15)\n",
    "plt.title(\"Latitude vs Max Temp  - Southern Hemisphere\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Max Temp\")\n",
    "print(f\"The r value is {rvalue**2}\")\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Discussion about the linear relationship:** \n",
    "Northern Hemisphere:Temprature and latitude are negatively correlated.Temprature decreases with increase in latitude.Both the factors are strongly correlated.\n",
    "\n",
    "\n",
    "Southern Hemisphere:Temprature and latitude are Positively correlated.Temprature Increases with increase in latitude.Both the factors are weakly correlated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Humidity vs. Latitude Linear Regression Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " The r value is 0.1277836095161418\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",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(northern_hem_df[\"Lat\"],northern_hem_df[\"Humidity\"])\n",
    "\n",
    "regression= northern_hem_df[\"Lat\"]*slope+intercept\n",
    "plt.scatter(northern_hem_df[\"Lat\"],northern_hem_df[\"Humidity\"])\n",
    "plt.plot(northern_hem_df[\"Lat\"],regression, c=\"red\")\n",
    "plt.annotate(f\"y={round(slope,3)}x+{round(intercept,3)}\",(45,20),c=\"red\",fontsize=15)\n",
    "plt.title(\"Latitude vs Humidity - Northern Hemisphere\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Humidity\")\n",
    "print (f\" The r value is {rvalue**2}\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " The r value is 0.0018666717684095798\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",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(southern_hem_df[\"Lat\"],southern_hem_df[\"Humidity\"])\n",
    "\n",
    "regression= southern_hem_df[\"Lat\"]*slope+intercept\n",
    "plt.scatter(southern_hem_df[\"Lat\"],southern_hem_df[\"Humidity\"])\n",
    "plt.plot(southern_hem_df[\"Lat\"],regression, c=\"red\")\n",
    "plt.annotate(f\"y={round(slope,3)}x+{round(intercept,3)}\",(-22,20),c=\"red\",fontsize=15)\n",
    "plt.title(\"Latitude vs Humidity - Southern Hemisphere\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Humidity\")\n",
    "print (f\" The r value is {rvalue**2}\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Discussion about the linear relationship:** \n",
    "\n",
    "Northern Hemisphere:There is no or  very weak correlation between latitude and humidity\n",
    "\n",
    "\n",
    "Southern Hemisphere:There is no or  very weak correlation between latitude and humidity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cloudiness vs. Latitude Linear Regression Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " The r value is 0.022847635700113667\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",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(northern_hem_df[\"Lat\"],northern_hem_df[\"Cloudiness\"])\n",
    "\n",
    "regression= northern_hem_df[\"Lat\"]*slope+intercept\n",
    "plt.scatter(northern_hem_df[\"Lat\"],northern_hem_df[\"Cloudiness\"])\n",
    "plt.plot(northern_hem_df[\"Lat\"],regression, c=\"red\")\n",
    "plt.annotate(f\"y={round(slope,3)}x+{round(intercept,3)}\",(48,45),c=\"red\",fontsize=15)\n",
    "plt.title(\"Latitude Vs Cloudiness  - Northern Hemisphere\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Cloudiness\")\n",
    "print (f\" The r value is {rvalue**2}\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " The r value is 0.008118837004783832\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",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(southern_hem_df[\"Lat\"],southern_hem_df[\"Cloudiness\"])\n",
    "\n",
    "\n",
    "regression= southern_hem_df[\"Lat\"]*slope+intercept\n",
    "plt.scatter(southern_hem_df[\"Lat\"],southern_hem_df[\"Cloudiness\"])\n",
    "plt.plot(southern_hem_df[\"Lat\"],regression, c=\"red\")\n",
    "plt.annotate(f\"y={round(slope,3)}x+{round(intercept,3)}\",(-55,28),c=\"red\",fontsize=15)\n",
    "plt.title(\"Latitude Vs Cloudiness  - Southern Hemisphere\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Cloudiness\")\n",
    "print (f\" The r value is {rvalue**2}\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Discussion about the linear relationship:** \n",
    "\n",
    "Northern Hemisphere:There is no  or very weak correlation between Latitude and Cloudiness\n",
    "\n",
    "Southern Hemisphere:There is no  or very weak correlation between Latitude and Cloudiness"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wind Speed vs. Latitude Linear Regression Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r value is 0.002358761735640485\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",
    "\n",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(northern_hem_df[\"Lat\"],northern_hem_df[\"Wind Speed\"])\n",
    "regression= northern_hem_df[\"Lat\"]*slope+intercept\n",
    "\n",
    "plt.scatter(northern_hem_df[\"Lat\"],northern_hem_df[\"Wind Speed\"])\n",
    "plt.plot(northern_hem_df[\"Lat\"],regression, c=\"red\")\n",
    "plt.annotate(f\"y={round(slope,2)}x+{round(intercept,2)}\",(0,15),c=\"red\",fontsize=15)\n",
    "plt.title(\"  Latitude  vs Wind Speed - Northern Hemisphere\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"WindSpeed\")\n",
    "print(f\"The r value is {rvalue**2}\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r value is 0.08127642397218143\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",
    "(slope,intercept,rvalue,pvalue,stderr)=linregress(southern_hem_df[\"Lat\"],southern_hem_df[\"Wind Speed\"])\n",
    "regression= southern_hem_df[\"Lat\"]*slope+intercept\n",
    "\n",
    "plt.scatter(southern_hem_df[\"Lat\"],southern_hem_df[\"Wind Speed\"],)\n",
    "\n",
    "plt.plot(southern_hem_df[\"Lat\"],regression, c=\"red\")\n",
    "plt.annotate(f\"y={round(slope,2)}x+{round(intercept,2)}\",(-50,16),c=\"red\",fontsize=15)\n",
    "plt.xlabel( \"Latitude\" )\n",
    "plt.ylabel(\"Wind Speed\")\n",
    "plt.title(\"Latitude vs Wind Speed   - Southern Hemisphere\")\n",
    "print(f\"The r value is {rvalue**2}\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Discussion about the linear relationship:**\n",
    "\n",
    "Northern Hemisphere:There is no  or very weak correlation between Latitude and WindSpeed\n",
    "\n",
    "Southern Hemisphere:There is no  or very weak correlation between Latitude and WindSpeed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
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   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
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  "latex_envs": {
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   "hotkeys": {
    "equation": "Ctrl-E",
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   "user_envs_cfg": false
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  "nteract": {
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