WeatherPy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "768bdede",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the dependencies.\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from citipy import citipy\n",
    "\n",
    "# Import the requests library.\n",
    "import requests\n",
    "\n",
    "# Import the API key.\n",
    "from config import weather_api_key\n",
    "\n",
    "# Import the time library and the datetime module from the datetime library\n",
    "import time\n",
    "from datetime import datetime\n",
    "\n",
    "# Import linregress\n",
    "from scipy.stats import linregress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5998f38e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<zip at 0x24c95c8fdc8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a set of random latitude and longitude combinations.\n",
    "lats = np.random.uniform(low=-90.000, high=90.000, size=1500)\n",
    "lngs = np.random.uniform(low=-180.000, high=180.000, size=1500)\n",
    "lat_lngs = zip(lats, lngs)\n",
    "lat_lngs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "07397497",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add the latitudes and longitudes to a list.\n",
    "coordinates = list(lat_lngs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "100e80f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "-0.647738124325997 112.72072807172714\n",
      "-51.43451320296633 159.1259447586997\n",
      "-40.83116990005699 -3.985012169034917\n",
      "-34.273473705400356 -24.324307625522692\n",
      "61.58776432234754 112.45633868111804\n",
      "66.77793119264388 -80.40669849660361\n",
      "62.66903469327002 179.65927249787535\n",
      "-16.361536308351916 -88.7834824319911\n",
      "-31.44171726298027 31.409677612462502\n",
      "20.963953059744426 7.553151951256979\n",
      "-28.700523809124405 -62.56733006425415\n",
      "-43.338992190884056 -19.535637486603036\n",
      "-2.695543743790097 -20.963778787867625\n",
      "-40.572362774454525 36.36144728951368\n",
      "29.436140417494244 -46.8900085341252\n",
      "-12.332704967026388 142.47774263277267\n",
      "16.350120477584227 122.16984676142033\n",
      "-55.75569837842007 -64.5503355123313\n",
      "-3.3638362832292756 24.965598783853153\n",
      "5.95713805231847 -15.132978793182389\n",
      "69.66310081438849 15.468378516547688\n",
      "16.980258497346 -131.67906436530376\n",
      "-7.066699961381431 98.43847171717005\n",
      "-51.63428957930153 116.37437180548477\n",
      "14.460199163058576 -126.39842860673619\n",
      "-27.491807937152466 -96.65513936687331\n",
      "79.52420955122628 109.85661561204239\n",
      "-72.6053315044415 55.45929834611371\n",
      "-72.17797978455792 37.465977366390405\n",
      "-13.875376451966815 -79.03615088164806\n",
      "-80.60535028706494 -176.86352430916483\n",
      "17.874449793965766 54.5261215007414\n",
      "56.71082116275977 79.91804213087772\n",
      "-62.78391084255438 114.32336810431434\n",
      "-70.16060888806518 125.90058510305141\n",
      "-57.86914486193932 -139.4357892854374\n",
      "62.220368537059386 -120.27813845687689\n",
      "14.27155414838903 171.54333374738553\n",
      "25.98698388869184 -86.72832926235533\n",
      "42.2194197368907 -99.86642006674008\n",
      "-16.844273467287877 116.59569415947396\n",
      "-89.66862088762383 53.835175275526495\n",
      "-11.355267392083377 120.57990713684632\n",
      "-36.054268003858155 47.122518644263806\n",
      "36.75444095604871 -36.521556917146654\n",
      "-19.235494226575256 -150.73948847990613\n",
      "-74.8399244156925 60.026041987693446\n",
      "7.887321412559544 -154.5688770420665\n",
      "52.61470296083533 -111.17568981695558\n",
      "-10.994048246776018 144.53248821067888\n",
      "-2.689503439744982 -0.19521375725165058\n",
      "-1.918074575268534 43.388696153798406\n",
      "77.63028634612974 -67.74263357961875\n",
      "-36.60480870936131 -33.26863793184879\n",
      "-26.581405536585706 -41.874116849713175\n",
      "42.37815632565264 160.216114423943\n",
      "81.49136093109283 71.02323843482162\n",
      "-83.58709552065478 -146.0105518860098\n",
      "-1.5940840346065812 -14.687464633818422\n",
      "24.47420960993479 171.83952845335676\n",
      "-45.13912646756431 -146.57186998479446\n",
      "-52.47847933443785 -55.70425008349905\n",
      "-38.47206289764901 -9.235474479641681\n",
      "63.09078961470078 79.50781205212337\n",
      "52.44883806851945 -58.64853782006149\n",
      "18.736883512730998 -116.84563800786387\n",
      "71.94228890011391 108.92485186612623\n",
      "-17.073987201211494 22.740185266414073\n",
      "60.57412523464123 -30.958784019594475\n",
      "-78.88675394002554 -107.09536408848616\n",
      "54.080921515868 -80.74455071764588\n",
      "-15.80739714102468 -173.54079468211185\n",
      "-69.91985959307488 -21.37244146455606\n",
      "-65.72962323347313 -122.92350903713394\n",
      "36.42682374143706 -66.62012247361405\n",
      "20.12321849843694 -158.89236041114785\n",
      "22.530720532553516 44.49604188000413\n",
      "60.20136747608774 31.222649407272968\n",
      "21.52299866887276 131.99047118906947\n",
      "79.9842542755255 89.9913327419514\n",
      "-52.22871177616416 -14.035386007168995\n",
      "-69.8585343234766 105.41376604870595\n",
      "3.1204038840941877 18.968648266431728\n",
      "39.57255060674447 151.00392932425206\n",
      "8.59128739335047 31.09938214664362\n",
      "3.51632148059538 10.398566967527103\n",
      "78.68907232728247 84.4974770335233\n",
      "6.126310290061085 134.48780739044759\n",
      "-30.793387680141805 134.49161482257142\n",
      "-70.86589751572234 108.87671134847119\n",
      "-45.68820065997087 -113.86940666937467\n",
      "25.870596483937774 25.517241602449218\n",
      "-33.8592009416146 -6.674452279123642\n",
      "72.06495919078489 177.3237137202671\n",
      "24.372273112909042 75.01734443199007\n",
      "33.82667158784727 -158.10581647756158\n",
      "49.235399604481074 -152.81413144604477\n",
      "64.59790054929144 66.25079997838469\n",
      "3.203495305949673 -53.603583842446\n",
      "64.63099075233598 -125.47975285622385\n",
      "64.21970363737407 47.64703852614036\n",
      "-68.29528467208934 9.147122348728317\n",
      "-68.10489409850973 110.96032770814554\n",
      "-45.267287386878145 -71.74337168076134\n",
      "41.76381693896778 124.04495096195132\n",
      "27.29421426782372 73.07464770245886\n",
      "-55.92302910347229 -125.3199311678543\n",
      "-39.531290592039475 130.5726719212879\n",
      "-38.349471730489924 -43.817204907850765\n",
      "57.05719494381324 83.43120572343139\n",
      "-13.87763447512036 -3.0885137925316997\n",
      "-64.17772543232824 48.817570533505744\n",
      "-56.922978637864375 -13.379420082134232\n",
      "82.8057380834108 -77.46338888413054\n",
      "-59.56030472889054 -59.201907392797565\n",
      "-44.07154686328998 -16.713127739568392\n",
      "-4.175657904033088 165.08493245247956\n",
      "-44.30833374885148 -77.89203560719993\n",
      "-28.33087511642109 -39.61782155716705\n",
      "-76.96390866609359 -132.90178993606003\n",
      "-50.76880074717107 110.6299474968028\n",
      "61.5199125005943 -64.27895308359328\n",
      "-7.709468764343271 167.22931250805942\n",
      "-31.32557602017824 167.48509401929232\n",
      "-31.66203842581234 81.80277696726614\n",
      "30.536208452336254 56.59572978213481\n",
      "-12.776919908692207 -116.9589184042404\n",
      "-78.38488317232529 167.09984019402395\n",
      "33.78923764427863 -92.172505721684\n",
      "26.83310532469082 114.47203463311769\n",
      "53.05367936633826 23.320755686779933\n",
      "3.18888231366779 27.02589703278869\n",
      "15.031418612429775 -125.19072262670147\n",
      "20.361714463164105 151.43442623488136\n",
      "-12.578091108478006 -161.30868476366533\n",
      "52.91921372112691 -130.7517137160006\n",
      "84.01342494144015 -124.98793786556983\n",
      "80.66966155172122 -75.48730416484568\n",
      "17.406579655715433 158.5872116129152\n",
      "86.50338181617727 -43.87419355820464\n",
      "-79.4511854153349 -178.8565032799941\n",
      "57.193975835189434 19.965685987469215\n",
      "-81.95159191307732 -5.845185510712184\n",
      "10.680114271233393 151.1121582824498\n",
      "-40.73020580266094 99.89229359086806\n",
      "-36.10744459922905 -103.6696939842014\n",
      "-67.51958906851692 -38.69154160226472\n",
      "-55.02648013099112 -128.03091232025002\n",
      "-63.30685596933763 -42.027611289839825\n",
      "2.378658120768634 -4.937732561984404\n",
      "-82.64803803460605 98.16146928556515\n",
      "-4.163956230131291 -70.60226797330728\n"
     ]
    }
   ],
   "source": [
    "# Use the print() function to display the latitude and longitude combinations.\n",
    "for coordinate in coordinates:\n",
    "    print(coordinate[0], coordinate[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e9a10446",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "635"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a list for holding the cities.\n",
    "cities = []\n",
    "# Identify the nearest city for each latitude and longitude combination.\n",
    "for coordinate in coordinates:\n",
    "    city = citipy.nearest_city(coordinate[0], coordinate[1]).city_name\n",
    "\n",
    "    # If the city is unique, then we will add it to the cities list.\n",
    "    if city not in cities:\n",
    "        cities.append(city)\n",
    "# Print the city count to confirm sufficient count.\n",
    "len(cities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f516dea8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Starting URL for Weather Map API Call.\n",
    "url = (\n",
    "    \"http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=\"\n",
    "    + weather_api_key\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "194e7bb8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beginning Data Retrieval     \n",
      "-----------------------------\n",
      "Processing Record 1 of Set 1 | bluff\n",
      "Processing Record 2 of Set 1 | namibe\n",
      "Processing Record 3 of Set 1 | khatanga\n",
      "Processing Record 4 of Set 1 | klaksvik\n",
      "Processing Record 5 of Set 1 | lebu\n",
      "Processing Record 6 of Set 1 | ushuaia\n",
      "Processing Record 7 of Set 1 | kodiak\n",
      "Processing Record 8 of Set 1 | rikitea\n",
      "Processing Record 9 of Set 1 | flinders\n",
      "Processing Record 10 of Set 1 | villa maria\n",
      "Processing Record 11 of Set 1 | sinnamary\n",
      "Processing Record 12 of Set 1 | ternate\n",
      "Processing Record 13 of Set 1 | muros\n",
      "Processing Record 14 of Set 1 | illoqqortoormiut\n",
      "City not found. Skipping...\n",
      "Processing Record 15 of Set 1 | srednekolymsk\n",
      "Processing Record 16 of Set 1 | longyan\n",
      "Processing Record 17 of Set 1 | sorland\n",
      "Processing Record 18 of Set 1 | tsihombe\n",
      "City not found. Skipping...\n",
      "Processing Record 19 of Set 1 | mataura\n",
      "Processing Record 20 of Set 1 | redlands\n",
      "Processing Record 21 of Set 1 | jamestown\n",
      "Processing Record 22 of Set 1 | busselton\n",
      "Processing Record 23 of Set 1 | yellowknife\n",
      "Processing Record 24 of Set 1 | palmer\n",
      "Processing Record 25 of Set 1 | hermanus\n",
      "Processing Record 26 of Set 1 | grand river south east\n",
      "City not found. Skipping...\n",
      "Processing Record 27 of Set 1 | cervo\n",
      "Processing Record 28 of Set 1 | hilo\n",
      "Processing Record 29 of Set 1 | martorell\n",
      "Processing Record 30 of Set 1 | bambous virieux\n",
      "Processing Record 31 of Set 1 | hobart\n",
      "Processing Record 32 of Set 1 | punta arenas\n",
      "Processing Record 33 of Set 1 | ati\n",
      "Processing Record 34 of Set 1 | albany\n",
      "Processing Record 35 of Set 1 | sentyabrskiy\n",
      "City not found. Skipping...\n",
      "Processing Record 36 of Set 1 | bredasdorp\n",
      "Processing Record 37 of Set 1 | taolanaro\n",
      "City not found. Skipping...\n",
      "Processing Record 38 of Set 1 | maiduguri\n",
      "Processing Record 39 of Set 1 | qujing\n",
      "Processing Record 40 of Set 1 | ostrovnoy\n",
      "Processing Record 41 of Set 1 | khasan\n",
      "Processing Record 42 of Set 1 | new norfolk\n",
      "Processing Record 43 of Set 1 | cockburn town\n",
      "Processing Record 44 of Set 1 | ust-ilimsk\n",
      "Processing Record 45 of Set 1 | hervey bay\n",
      "Processing Record 46 of Set 1 | kirakira\n",
      "Processing Record 47 of Set 1 | selizharovo\n",
      "Processing Record 48 of Set 1 | kapaa\n",
      "Processing Record 49 of Set 1 | chkalovskoye\n",
      "Processing Record 50 of Set 1 | husavik\n",
      "Processing Record 1 of Set 2 | berlevag\n",
      "Processing Record 2 of Set 2 | vardo\n",
      "Processing Record 3 of Set 2 | mecca\n",
      "Processing Record 4 of Set 2 | vila velha\n",
      "Processing Record 5 of Set 2 | tondano\n",
      "Processing Record 6 of Set 2 | jiroft\n",
      "City not found. Skipping...\n",
      "Processing Record 7 of Set 2 | saint-augustin\n",
      "Processing Record 8 of Set 2 | east london\n",
      "Processing Record 9 of Set 2 | tuktoyaktuk\n",
      "Processing Record 10 of Set 2 | viransehir\n",
      "Processing Record 11 of Set 2 | mildura\n",
      "Processing Record 12 of Set 2 | pindiga\n",
      "Processing Record 13 of Set 2 | hamilton\n",
      "Processing Record 14 of Set 2 | raychikhinsk\n",
      "Processing Record 15 of Set 2 | cabo san lucas\n",
      "Processing Record 16 of Set 2 | santa maria da vitoria\n",
      "Processing Record 17 of Set 2 | hualmay\n",
      "Processing Record 18 of Set 2 | esterhazy\n",
      "Processing Record 19 of Set 2 | pori\n",
      "Processing Record 20 of Set 2 | juarez\n",
      "Processing Record 21 of Set 2 | roald\n",
      "Processing Record 22 of Set 2 | avarua\n",
      "Processing Record 23 of Set 2 | arraial do cabo\n",
      "Processing Record 24 of Set 2 | tasiilaq\n",
      "Processing Record 25 of Set 2 | esperance\n",
      "Processing Record 26 of Set 2 | nyurba\n",
      "Processing Record 27 of Set 2 | cape town\n",
      "Processing Record 28 of Set 2 | puerto ayora\n",
      "Processing Record 29 of Set 2 | port alfred\n",
      "Processing Record 30 of Set 2 | victoria\n",
      "Processing Record 31 of Set 2 | andra\n",
      "Processing Record 32 of Set 2 | yutsa\n",
      "Processing Record 33 of Set 2 | qasigiannguit\n",
      "Processing Record 34 of Set 2 | sitka\n",
      "Processing Record 35 of Set 2 | jiddah\n",
      "City not found. Skipping...\n",
      "Processing Record 36 of Set 2 | marawi\n",
      "Processing Record 37 of Set 2 | cross lanes\n",
      "Processing Record 38 of Set 2 | coahuayana\n",
      "Processing Record 39 of Set 2 | souillac\n",
      "Processing Record 40 of Set 2 | carnarvon\n",
      "Processing Record 41 of Set 2 | becerril\n",
      "Processing Record 42 of Set 2 | bireun\n",
      "Processing Record 43 of Set 2 | north myrtle beach\n",
      "Processing Record 44 of Set 2 | thompson\n",
      "Processing Record 45 of Set 2 | san patricio\n",
      "Processing Record 46 of Set 2 | castro\n",
      "Processing Record 47 of Set 2 | okandja\n",
      "City not found. Skipping...\n",
      "Processing Record 48 of Set 2 | santarem\n",
      "Processing Record 49 of Set 2 | cheltenham\n",
      "Processing Record 50 of Set 2 | clyde river\n",
      "Processing Record 1 of Set 3 | show low\n",
      "Processing Record 2 of Set 3 | jackson\n",
      "Processing Record 3 of Set 3 | cherskiy\n",
      "Processing Record 4 of Set 3 | lazarev\n",
      "Processing Record 5 of Set 3 | atuona\n",
      "Processing Record 6 of Set 3 | palauig\n",
      "Processing Record 7 of Set 3 | vaini\n",
      "Processing Record 8 of Set 3 | tabiauea\n",
      "City not found. Skipping...\n",
      "Processing Record 9 of Set 3 | tautira\n",
      "Processing Record 10 of Set 3 | myitkyina\n",
      "Processing Record 11 of Set 3 | semirom\n",
      "Processing Record 12 of Set 3 | sisimiut\n",
      "Processing Record 13 of Set 3 | codrington\n",
      "Processing Record 14 of Set 3 | olinda\n",
      "Processing Record 15 of Set 3 | jalu\n",
      "Processing Record 16 of Set 3 | saskylakh\n",
      "Processing Record 17 of Set 3 | hasaki\n",
      "Processing Record 18 of Set 3 | attawapiskat\n",
      "City not found. Skipping...\n",
      "Processing Record 19 of Set 3 | kavieng\n",
      "Processing Record 20 of Set 3 | yulara\n",
      "Processing Record 21 of Set 3 | evensk\n",
      "Processing Record 22 of Set 3 | amderma\n",
      "City not found. Skipping...\n",
      "Processing Record 23 of Set 3 | mahebourg\n",
      "Processing Record 24 of Set 3 | vao\n",
      "Processing Record 25 of Set 3 | port elizabeth\n",
      "Processing Record 26 of Set 3 | lososina\n",
      "Processing Record 27 of Set 3 | bela\n",
      "Processing Record 28 of Set 3 | liku\n",
      "Processing Record 29 of Set 3 | alice\n",
      "Processing Record 30 of Set 3 | chokurdakh\n",
      "Processing Record 31 of Set 3 | chernukha\n",
      "Processing Record 32 of Set 3 | rungata\n",
      "City not found. Skipping...\n",
      "Processing Record 33 of Set 3 | riyadh\n",
      "Processing Record 34 of Set 3 | butaritari\n",
      "Processing Record 35 of Set 3 | carballo\n",
      "Processing Record 36 of Set 3 | voyvozh\n",
      "Processing Record 37 of Set 3 | san rafael\n",
      "Processing Record 38 of Set 3 | samusu\n",
      "City not found. Skipping...\n",
      "Processing Record 39 of Set 3 | maniitsoq\n",
      "Processing Record 40 of Set 3 | tual\n",
      "Processing Record 41 of Set 3 | markova\n",
      "Processing Record 42 of Set 3 | zinder\n",
      "Processing Record 43 of Set 3 | belmonte\n",
      "Processing Record 44 of Set 3 | dingle\n",
      "Processing Record 45 of Set 3 | yumen\n",
      "Processing Record 46 of Set 3 | kavaratti\n",
      "Processing Record 47 of Set 3 | nikolskoye\n",
      "Processing Record 48 of Set 3 | upernavik\n",
      "Processing Record 49 of Set 3 | tessalit\n",
      "Processing Record 50 of Set 3 | egvekinot\n",
      "Processing Record 1 of Set 4 | lake charles\n",
      "Processing Record 2 of Set 4 | adrar\n",
      "Processing Record 3 of Set 4 | qaanaaq\n",
      "Processing Record 4 of Set 4 | quatre cocos\n",
      "Processing Record 5 of Set 4 | casper\n",
      "Processing Record 6 of Set 4 | tiksi\n",
      "Processing Record 7 of Set 4 | sao filipe\n",
      "Processing Record 8 of Set 4 | camapua\n",
      "Processing Record 9 of Set 4 | sangar\n",
      "Processing Record 10 of Set 4 | upington\n",
      "Processing Record 11 of Set 4 | faanui\n",
      "Processing Record 12 of Set 4 | dzaoudzi\n",
      "Processing Record 13 of Set 4 | camacha\n",
      "Processing Record 14 of Set 4 | saint-pierre\n",
      "Processing Record 15 of Set 4 | pemangkat\n",
      "Processing Record 16 of Set 4 | alice springs\n",
      "Processing Record 17 of Set 4 | barrow\n",
      "Processing Record 18 of Set 4 | hay river\n",
      "Processing Record 19 of Set 4 | kharitonovo\n",
      "Processing Record 20 of Set 4 | usinsk\n",
      "Processing Record 21 of Set 4 | samarai\n",
      "Processing Record 22 of Set 4 | satipo\n",
      "Processing Record 23 of Set 4 | broome\n",
      "Processing Record 24 of Set 4 | barentsburg\n",
      "City not found. Skipping...\n",
      "Processing Record 25 of Set 4 | moron\n",
      "Processing Record 26 of Set 4 | suhbaatar\n",
      "Processing Record 27 of Set 4 | whitehills\n",
      "Processing Record 28 of Set 4 | jogindarnagar\n",
      "Processing Record 29 of Set 4 | chumikan\n",
      "Processing Record 30 of Set 4 | sainte-marie\n",
      "Processing Record 31 of Set 4 | quelimane\n",
      "Processing Record 32 of Set 4 | tuatapere\n",
      "Processing Record 33 of Set 4 | laguna\n",
      "Processing Record 34 of Set 4 | belvedere marittimo\n",
      "Processing Record 35 of Set 4 | cidreira\n",
      "Processing Record 36 of Set 4 | san cristobal\n",
      "Processing Record 37 of Set 4 | shaartuz\n",
      "City not found. Skipping...\n",
      "Processing Record 38 of Set 4 | anshun\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing Record 39 of Set 4 | chongwe\n",
      "Processing Record 40 of Set 4 | san nicolas\n",
      "Processing Record 41 of Set 4 | jumla\n",
      "Processing Record 42 of Set 4 | ruatoria\n",
      "City not found. Skipping...\n",
      "Processing Record 43 of Set 4 | lesnoy\n",
      "Processing Record 44 of Set 4 | ko samui\n",
      "Processing Record 45 of Set 4 | anar darreh\n",
      "City not found. Skipping...\n",
      "Processing Record 46 of Set 4 | sakakah\n",
      "Processing Record 47 of Set 4 | northam\n",
      "Processing Record 48 of Set 4 | at-bashi\n",
      "Processing Record 49 of Set 4 | san vicente\n",
      "Processing Record 50 of Set 4 | popondetta\n",
      "Processing Record 1 of Set 5 | severo-kurilsk\n",
      "Processing Record 2 of Set 5 | abong mbang\n",
      "Processing Record 3 of Set 5 | ulaangom\n",
      "Processing Record 4 of Set 5 | himare\n",
      "Processing Record 5 of Set 5 | kaitangata\n",
      "Processing Record 6 of Set 5 | latung\n",
      "Processing Record 7 of Set 5 | solsvik\n",
      "City not found. Skipping...\n",
      "Processing Record 8 of Set 5 | masvingo\n",
      "Processing Record 9 of Set 5 | buala\n",
      "Processing Record 10 of Set 5 | cabedelo\n",
      "Processing Record 11 of Set 5 | ancud\n",
      "Processing Record 12 of Set 5 | tumannyy\n",
      "City not found. Skipping...\n",
      "Processing Record 13 of Set 5 | saa\n",
      "Processing Record 14 of Set 5 | saleaula\n",
      "City not found. Skipping...\n",
      "Processing Record 15 of Set 5 | sioux lookout\n",
      "Processing Record 16 of Set 5 | saint-philippe\n",
      "Processing Record 17 of Set 5 | kaspiyskiy\n",
      "Processing Record 18 of Set 5 | bayan\n",
      "Processing Record 19 of Set 5 | torbay\n",
      "Processing Record 20 of Set 5 | siwan\n",
      "Processing Record 21 of Set 5 | bagdarin\n",
      "Processing Record 22 of Set 5 | mount gambier\n",
      "Processing Record 23 of Set 5 | yeppoon\n",
      "Processing Record 24 of Set 5 | binzhou\n",
      "Processing Record 25 of Set 5 | mount isa\n",
      "Processing Record 26 of Set 5 | tabulbah\n",
      "City not found. Skipping...\n",
      "Processing Record 27 of Set 5 | bobrovytsya\n",
      "Processing Record 28 of Set 5 | tecoanapa\n",
      "Processing Record 29 of Set 5 | ban nahin\n",
      "Processing Record 30 of Set 5 | mar del plata\n",
      "Processing Record 31 of Set 5 | longyearbyen\n",
      "Processing Record 32 of Set 5 | yar-sale\n",
      "Processing Record 33 of Set 5 | georgetown\n",
      "Processing Record 34 of Set 5 | evanston\n",
      "Processing Record 35 of Set 5 | gravelbourg\n",
      "Processing Record 36 of Set 5 | vanavara\n",
      "Processing Record 37 of Set 5 | ribeira brava\n",
      "Processing Record 38 of Set 5 | aloleng\n",
      "Processing Record 39 of Set 5 | ilo\n",
      "Processing Record 40 of Set 5 | abomey\n",
      "Processing Record 41 of Set 5 | porto novo\n",
      "Processing Record 42 of Set 5 | miram shah\n",
      "Processing Record 43 of Set 5 | hithadhoo\n",
      "Processing Record 44 of Set 5 | verkhnyaya inta\n",
      "Processing Record 45 of Set 5 | poyarkovo\n",
      "Processing Record 46 of Set 5 | piracicaba\n",
      "Processing Record 47 of Set 5 | poplar bluff\n",
      "Processing Record 48 of Set 5 | tbilisskaya\n",
      "Processing Record 49 of Set 5 | westport\n",
      "Processing Record 50 of Set 5 | opuwo\n",
      "Processing Record 1 of Set 6 | songjianghe\n",
      "Processing Record 2 of Set 6 | dikson\n",
      "Processing Record 3 of Set 6 | yerbogachen\n",
      "Processing Record 4 of Set 6 | gornopravdinsk\n",
      "Processing Record 5 of Set 6 | san antonio\n",
      "Processing Record 6 of Set 6 | miraflores\n",
      "Processing Record 7 of Set 6 | vaitupu\n",
      "City not found. Skipping...\n",
      "Processing Record 8 of Set 6 | rucheng\n",
      "Processing Record 9 of Set 6 | paamiut\n",
      "Processing Record 10 of Set 6 | gizo\n",
      "Processing Record 11 of Set 6 | beloha\n",
      "Processing Record 12 of Set 6 | bengkulu\n",
      "Processing Record 13 of Set 6 | mazagao\n",
      "Processing Record 14 of Set 6 | iqaluit\n",
      "Processing Record 15 of Set 6 | nagaur\n",
      "Processing Record 16 of Set 6 | qaqortoq\n",
      "Processing Record 17 of Set 6 | sola\n",
      "Processing Record 18 of Set 6 | denpasar\n",
      "Processing Record 19 of Set 6 | isangel\n",
      "Processing Record 20 of Set 6 | leicester\n",
      "Processing Record 21 of Set 6 | aklavik\n",
      "Processing Record 22 of Set 6 | bathsheba\n",
      "Processing Record 23 of Set 6 | karratha\n",
      "Processing Record 24 of Set 6 | nizhneyansk\n",
      "City not found. Skipping...\n",
      "Processing Record 25 of Set 6 | roanne\n",
      "Processing Record 26 of Set 6 | boulder city\n",
      "Processing Record 27 of Set 6 | ustye\n",
      "Processing Record 28 of Set 6 | christchurch\n",
      "Processing Record 29 of Set 6 | el balyana\n",
      "City not found. Skipping...\n",
      "Processing Record 30 of Set 6 | constitucion\n",
      "Processing Record 31 of Set 6 | palasa\n",
      "Processing Record 32 of Set 6 | virginia beach\n",
      "Processing Record 33 of Set 6 | huarmey\n",
      "Processing Record 34 of Set 6 | mogadishu\n",
      "Processing Record 35 of Set 6 | sinkat\n",
      "City not found. Skipping...\n",
      "Processing Record 36 of Set 6 | luderitz\n",
      "Processing Record 37 of Set 6 | kegayli\n",
      "City not found. Skipping...\n",
      "Processing Record 38 of Set 6 | manokwari\n",
      "Processing Record 39 of Set 6 | gunjur\n",
      "Processing Record 40 of Set 6 | aykhal\n",
      "Processing Record 41 of Set 6 | mogapi\n",
      "Processing Record 42 of Set 6 | provideniya\n",
      "Processing Record 43 of Set 6 | olafsvik\n",
      "Processing Record 44 of Set 6 | kahului\n",
      "Processing Record 45 of Set 6 | grand gaube\n",
      "Processing Record 46 of Set 6 | ribeira grande\n",
      "Processing Record 47 of Set 6 | rio gallegos\n",
      "Processing Record 48 of Set 6 | zlobin\n",
      "Processing Record 49 of Set 6 | sambava\n",
      "Processing Record 50 of Set 6 | bolungarvik\n",
      "City not found. Skipping...\n",
      "Processing Record 1 of Set 7 | kandrian\n",
      "Processing Record 2 of Set 7 | kawana waters\n",
      "City not found. Skipping...\n",
      "Processing Record 3 of Set 7 | buena vista\n",
      "Processing Record 4 of Set 7 | pevek\n",
      "Processing Record 5 of Set 7 | ilulissat\n",
      "Processing Record 6 of Set 7 | bethel\n",
      "Processing Record 7 of Set 7 | challapata\n",
      "Processing Record 8 of Set 7 | vila franca do campo\n",
      "Processing Record 9 of Set 7 | milas\n",
      "Processing Record 10 of Set 7 | griffith\n",
      "Processing Record 11 of Set 7 | boende\n",
      "Processing Record 12 of Set 7 | muisne\n",
      "Processing Record 13 of Set 7 | windhoek\n",
      "Processing Record 14 of Set 7 | ningan\n",
      "City not found. Skipping...\n",
      "Processing Record 15 of Set 7 | hofn\n",
      "Processing Record 16 of Set 7 | verkhnetulomskiy\n",
      "Processing Record 17 of Set 7 | gold coast\n",
      "Processing Record 18 of Set 7 | ugoofaaru\n",
      "Processing Record 19 of Set 7 | dickson\n",
      "Processing Record 20 of Set 7 | burgeo\n",
      "Processing Record 21 of Set 7 | rognan\n",
      "Processing Record 22 of Set 7 | touros\n",
      "Processing Record 23 of Set 7 | novoagansk\n",
      "Processing Record 24 of Set 7 | chernyshevskiy\n",
      "Processing Record 25 of Set 7 | geraldton\n",
      "Processing Record 26 of Set 7 | taos\n",
      "Processing Record 27 of Set 7 | mehamn\n",
      "Processing Record 28 of Set 7 | monywa\n",
      "Processing Record 29 of Set 7 | talnakh\n",
      "Processing Record 30 of Set 7 | ayagoz\n",
      "Processing Record 31 of Set 7 | rock sound\n",
      "Processing Record 32 of Set 7 | beringovskiy\n",
      "Processing Record 33 of Set 7 | port hardy\n",
      "Processing Record 34 of Set 7 | guhagar\n",
      "Processing Record 35 of Set 7 | surt\n",
      "Processing Record 36 of Set 7 | rolla\n",
      "Processing Record 37 of Set 7 | plettenberg bay\n",
      "Processing Record 38 of Set 7 | kyzyl-suu\n",
      "Processing Record 39 of Set 7 | ponta do sol\n",
      "Processing Record 40 of Set 7 | portland\n",
      "Processing Record 41 of Set 7 | ejura\n",
      "Processing Record 42 of Set 7 | cap malheureux\n",
      "Processing Record 43 of Set 7 | mahibadhoo\n",
      "Processing Record 44 of Set 7 | baykit\n",
      "Processing Record 45 of Set 7 | kuryk\n",
      "Processing Record 46 of Set 7 | raudeberg\n",
      "Processing Record 47 of Set 7 | calabozo\n",
      "Processing Record 48 of Set 7 | najran\n",
      "Processing Record 49 of Set 7 | flin flon\n",
      "Processing Record 50 of Set 7 | homer\n",
      "Processing Record 1 of Set 8 | colac\n",
      "Processing Record 2 of Set 8 | svetlogorsk\n",
      "Processing Record 3 of Set 8 | grindavik\n",
      "Processing Record 4 of Set 8 | general pico\n",
      "Processing Record 5 of Set 8 | port-cartier\n",
      "Processing Record 6 of Set 8 | te anau\n",
      "Processing Record 7 of Set 8 | seydi\n",
      "Processing Record 8 of Set 8 | accra\n",
      "Processing Record 9 of Set 8 | novyy urgal\n",
      "Processing Record 10 of Set 8 | baringo\n",
      "Processing Record 11 of Set 8 | marfino\n",
      "Processing Record 12 of Set 8 | belushya guba\n",
      "City not found. Skipping...\n",
      "Processing Record 13 of Set 8 | kaupanger\n",
      "Processing Record 14 of Set 8 | douentza\n",
      "Processing Record 15 of Set 8 | gat\n",
      "Processing Record 16 of Set 8 | praia\n",
      "Processing Record 17 of Set 8 | saint-georges\n",
      "Processing Record 18 of Set 8 | kalas\n",
      "Processing Record 19 of Set 8 | hobyo\n",
      "Processing Record 20 of Set 8 | les cayes\n",
      "Processing Record 21 of Set 8 | yantal\n",
      "Processing Record 22 of Set 8 | waipawa\n",
      "Processing Record 23 of Set 8 | sao jose da coroa grande\n",
      "Processing Record 24 of Set 8 | machali\n",
      "Processing Record 25 of Set 8 | nahuala\n",
      "Processing Record 26 of Set 8 | lope de vega\n",
      "Processing Record 27 of Set 8 | norman wells\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing Record 28 of Set 8 | jatiroto\n",
      "Processing Record 29 of Set 8 | pasighat\n",
      "Processing Record 30 of Set 8 | baft\n",
      "Processing Record 31 of Set 8 | lloydminster\n",
      "Processing Record 32 of Set 8 | talara\n",
      "Processing Record 33 of Set 8 | birjand\n",
      "Processing Record 34 of Set 8 | lichfield\n",
      "Processing Record 35 of Set 8 | valparaiso\n",
      "Processing Record 36 of Set 8 | bowen\n",
      "Processing Record 37 of Set 8 | lolua\n",
      "City not found. Skipping...\n",
      "Processing Record 38 of Set 8 | chokwe\n",
      "Processing Record 39 of Set 8 | nanning\n",
      "Processing Record 40 of Set 8 | cayenne\n",
      "Processing Record 41 of Set 8 | asau\n",
      "Processing Record 42 of Set 8 | medicine hat\n",
      "Processing Record 43 of Set 8 | antalaha\n",
      "Processing Record 44 of Set 8 | oistins\n",
      "Processing Record 45 of Set 8 | okato\n",
      "Processing Record 46 of Set 8 | mercedes\n",
      "Processing Record 47 of Set 8 | longonjo\n",
      "Processing Record 48 of Set 8 | okha\n",
      "Processing Record 49 of Set 8 | hanmer springs\n",
      "Processing Record 50 of Set 8 | hami\n",
      "Processing Record 1 of Set 9 | tura\n",
      "Processing Record 2 of Set 9 | marzuq\n",
      "Processing Record 3 of Set 9 | jaisalmer\n",
      "Processing Record 4 of Set 9 | kuche\n",
      "City not found. Skipping...\n",
      "Processing Record 5 of Set 9 | atar\n",
      "Processing Record 6 of Set 9 | oume\n",
      "Processing Record 7 of Set 9 | ossora\n",
      "Processing Record 8 of Set 9 | suarez\n",
      "Processing Record 9 of Set 9 | lompoc\n",
      "Processing Record 10 of Set 9 | tevriz\n",
      "Processing Record 11 of Set 9 | hokitika\n",
      "Processing Record 12 of Set 9 | autazes\n",
      "Processing Record 13 of Set 9 | leningradskiy\n",
      "Processing Record 14 of Set 9 | alacranes\n",
      "Processing Record 15 of Set 9 | narsaq\n",
      "Processing Record 16 of Set 9 | barao de melgaco\n",
      "Processing Record 17 of Set 9 | nishihara\n",
      "Processing Record 18 of Set 9 | conceicao do araguaia\n",
      "Processing Record 19 of Set 9 | port antonio\n",
      "Processing Record 20 of Set 9 | port macquarie\n",
      "Processing Record 21 of Set 9 | grootfontein\n",
      "Processing Record 22 of Set 9 | bereda\n",
      "Processing Record 23 of Set 9 | taltal\n",
      "Processing Record 24 of Set 9 | nicoya\n",
      "Processing Record 25 of Set 9 | manggar\n",
      "Processing Record 26 of Set 9 | meulaboh\n",
      "Processing Record 27 of Set 9 | tazovskiy\n",
      "Processing Record 28 of Set 9 | sananduva\n",
      "Processing Record 29 of Set 9 | hambantota\n",
      "Processing Record 30 of Set 9 | santa barbara\n",
      "Processing Record 31 of Set 9 | sarh\n",
      "Processing Record 32 of Set 9 | walvis bay\n",
      "Processing Record 33 of Set 9 | puri\n",
      "Processing Record 34 of Set 9 | inirida\n",
      "Processing Record 35 of Set 9 | khonuu\n",
      "City not found. Skipping...\n",
      "Processing Record 36 of Set 9 | saint-leu\n",
      "Processing Record 37 of Set 9 | bilibino\n",
      "Processing Record 38 of Set 9 | marystown\n",
      "Processing Record 39 of Set 9 | seoul\n",
      "Processing Record 40 of Set 9 | clarence town\n",
      "Processing Record 41 of Set 9 | kibala\n",
      "Processing Record 42 of Set 9 | bubaque\n",
      "Processing Record 43 of Set 9 | saint george\n",
      "Processing Record 44 of Set 9 | nikitinskiy\n",
      "Processing Record 45 of Set 9 | tidore\n",
      "City not found. Skipping...\n",
      "Processing Record 46 of Set 9 | mys shmidta\n",
      "City not found. Skipping...\n",
      "Processing Record 47 of Set 9 | deputatskiy\n",
      "Processing Record 48 of Set 9 | busia\n",
      "Processing Record 49 of Set 9 | kondagaon\n",
      "Processing Record 50 of Set 9 | praia da vitoria\n",
      "Processing Record 1 of Set 10 | galiwinku\n",
      "City not found. Skipping...\n",
      "Processing Record 2 of Set 10 | san carlos de bariloche\n",
      "Processing Record 3 of Set 10 | umm lajj\n",
      "Processing Record 4 of Set 10 | severodvinsk\n",
      "Processing Record 5 of Set 10 | robertsport\n",
      "Processing Record 6 of Set 10 | turukhansk\n",
      "Processing Record 7 of Set 10 | barroualie\n",
      "City not found. Skipping...\n",
      "Processing Record 8 of Set 10 | inongo\n",
      "Processing Record 9 of Set 10 | lasa\n",
      "Processing Record 10 of Set 10 | suffolk\n",
      "Processing Record 11 of Set 10 | san quintin\n",
      "Processing Record 12 of Set 10 | chuy\n",
      "Processing Record 13 of Set 10 | pasir gudang\n",
      "Processing Record 14 of Set 10 | akyab\n",
      "Processing Record 15 of Set 10 | lagoa\n",
      "Processing Record 16 of Set 10 | idrinskoye\n",
      "Processing Record 17 of Set 10 | gopalpur\n",
      "Processing Record 18 of Set 10 | mayo\n",
      "Processing Record 19 of Set 10 | strelka\n",
      "Processing Record 20 of Set 10 | ocos\n",
      "Processing Record 21 of Set 10 | la ronge\n",
      "Processing Record 22 of Set 10 | play cu\n",
      "City not found. Skipping...\n",
      "Processing Record 23 of Set 10 | inhambane\n",
      "Processing Record 24 of Set 10 | nouadhibou\n",
      "Processing Record 25 of Set 10 | karla\n",
      "Processing Record 26 of Set 10 | toliary\n",
      "City not found. Skipping...\n",
      "Processing Record 27 of Set 10 | scottsburgh\n",
      "City not found. Skipping...\n",
      "Processing Record 28 of Set 10 | saint anthony\n",
      "Processing Record 29 of Set 10 | korla\n",
      "Processing Record 30 of Set 10 | kasongo-lunda\n",
      "Processing Record 31 of Set 10 | waingapu\n",
      "Processing Record 32 of Set 10 | villa rica\n",
      "Processing Record 33 of Set 10 | igrim\n",
      "Processing Record 34 of Set 10 | mubi\n",
      "Processing Record 35 of Set 10 | kyra\n",
      "Processing Record 36 of Set 10 | pisco\n",
      "Processing Record 37 of Set 10 | tevaitoa\n",
      "Processing Record 38 of Set 10 | macusani\n",
      "Processing Record 39 of Set 10 | mosina\n",
      "Processing Record 40 of Set 10 | meyungs\n",
      "City not found. Skipping...\n",
      "Processing Record 41 of Set 10 | basoko\n",
      "Processing Record 42 of Set 10 | gandiaye\n",
      "Processing Record 43 of Set 10 | luau\n",
      "Processing Record 44 of Set 10 | biloela\n",
      "Processing Record 45 of Set 10 | half moon bay\n",
      "Processing Record 46 of Set 10 | aflu\n",
      "City not found. Skipping...\n",
      "Processing Record 47 of Set 10 | dejen\n",
      "Processing Record 48 of Set 10 | varadero\n",
      "Processing Record 49 of Set 10 | vila\n",
      "Processing Record 50 of Set 10 | tucuma\n",
      "Processing Record 1 of Set 11 | krionerion\n",
      "City not found. Skipping...\n",
      "Processing Record 2 of Set 11 | mayachnyy\n",
      "Processing Record 3 of Set 11 | gamba\n",
      "Processing Record 4 of Set 11 | inderborskiy\n",
      "City not found. Skipping...\n",
      "Processing Record 5 of Set 11 | teya\n",
      "Processing Record 6 of Set 11 | zapolyarnyy\n",
      "Processing Record 7 of Set 11 | ishigaki\n",
      "Processing Record 8 of Set 11 | bitlis\n",
      "Processing Record 9 of Set 11 | urengoy\n",
      "Processing Record 10 of Set 11 | litoral del san juan\n",
      "City not found. Skipping...\n",
      "Processing Record 11 of Set 11 | wagar\n",
      "Processing Record 12 of Set 11 | ahuimanu\n",
      "Processing Record 13 of Set 11 | byron bay\n",
      "Processing Record 14 of Set 11 | tabarqah\n",
      "City not found. Skipping...\n",
      "Processing Record 15 of Set 11 | kamenskoye\n",
      "City not found. Skipping...\n",
      "Processing Record 16 of Set 11 | lichinga\n",
      "Processing Record 17 of Set 11 | imbituba\n",
      "Processing Record 18 of Set 11 | itoman\n",
      "Processing Record 19 of Set 11 | eureka\n",
      "Processing Record 20 of Set 11 | magadan\n",
      "Processing Record 21 of Set 11 | faya\n",
      "Processing Record 22 of Set 11 | fortuna\n",
      "Processing Record 23 of Set 11 | pelotas\n",
      "Processing Record 24 of Set 11 | ardakan\n",
      "Processing Record 25 of Set 11 | eskil\n",
      "Processing Record 26 of Set 11 | nanortalik\n",
      "Processing Record 27 of Set 11 | yaan\n",
      "Processing Record 28 of Set 11 | tripoli\n",
      "Processing Record 29 of Set 11 | neath\n",
      "Processing Record 30 of Set 11 | smithers\n",
      "Processing Record 31 of Set 11 | conway\n",
      "Processing Record 32 of Set 11 | matara\n",
      "Processing Record 33 of Set 11 | kiunga\n",
      "Processing Record 34 of Set 11 | taoudenni\n",
      "Processing Record 35 of Set 11 | bay roberts\n",
      "Processing Record 36 of Set 11 | milkovo\n",
      "Processing Record 37 of Set 11 | kariapatti\n",
      "Processing Record 38 of Set 11 | padang\n",
      "Processing Record 39 of Set 11 | akdepe\n",
      "Processing Record 40 of Set 11 | sabang\n",
      "Processing Record 41 of Set 11 | zemio\n",
      "Processing Record 42 of Set 11 | bandarbeyla\n",
      "Processing Record 43 of Set 11 | takaka\n",
      "Processing Record 44 of Set 11 | shingu\n",
      "Processing Record 45 of Set 11 | dogondoutchi\n",
      "Processing Record 46 of Set 11 | khudumelapye\n",
      "Processing Record 47 of Set 11 | orlik\n",
      "Processing Record 48 of Set 11 | katsuura\n",
      "Processing Record 49 of Set 11 | kaeo\n",
      "Processing Record 50 of Set 11 | normandin\n",
      "Processing Record 1 of Set 12 | haibowan\n",
      "City not found. Skipping...\n",
      "Processing Record 2 of Set 12 | sonari\n",
      "Processing Record 3 of Set 12 | noyabrsk\n",
      "Processing Record 4 of Set 12 | saint combs\n",
      "City not found. Skipping...\n",
      "Processing Record 5 of Set 12 | spring hill\n",
      "Processing Record 6 of Set 12 | balykshi\n",
      "Processing Record 7 of Set 12 | bousso\n",
      "Processing Record 8 of Set 12 | wagga wagga\n",
      "Processing Record 9 of Set 12 | shuyskoye\n",
      "Processing Record 10 of Set 12 | oussouye\n",
      "Processing Record 11 of Set 12 | balakhninskiy\n",
      "Processing Record 12 of Set 12 | mago\n",
      "Processing Record 13 of Set 12 | richards bay\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing Record 14 of Set 12 | caravelas\n",
      "Processing Record 15 of Set 12 | saint-joseph\n",
      "Processing Record 16 of Set 12 | rusape\n",
      "Processing Record 17 of Set 12 | batemans bay\n",
      "Processing Record 18 of Set 12 | belawan\n",
      "Processing Record 19 of Set 12 | nome\n",
      "Processing Record 20 of Set 12 | pedernales\n",
      "Processing Record 21 of Set 12 | geresk\n",
      "City not found. Skipping...\n",
      "Processing Record 22 of Set 12 | acarau\n",
      "Processing Record 23 of Set 12 | lisakovsk\n",
      "Processing Record 24 of Set 12 | xuddur\n",
      "Processing Record 25 of Set 12 | kieta\n",
      "Processing Record 26 of Set 12 | borogontsy\n",
      "Processing Record 27 of Set 12 | iwanai\n",
      "Processing Record 28 of Set 12 | kargil\n",
      "Processing Record 29 of Set 12 | zhigansk\n",
      "Processing Record 30 of Set 12 | cibitoke\n",
      "Processing Record 31 of Set 12 | tambul\n",
      "City not found. Skipping...\n",
      "Processing Record 32 of Set 12 | ningyang\n",
      "Processing Record 33 of Set 12 | hereford\n",
      "Processing Record 34 of Set 12 | sampit\n",
      "Processing Record 35 of Set 12 | saldanha\n",
      "Processing Record 36 of Set 12 | sao joao da barra\n",
      "Processing Record 37 of Set 12 | port shepstone\n",
      "Processing Record 38 of Set 12 | arlit\n",
      "Processing Record 39 of Set 12 | santiago del estero\n",
      "Processing Record 40 of Set 12 | umzimvubu\n",
      "City not found. Skipping...\n",
      "Processing Record 41 of Set 12 | daru\n",
      "Processing Record 42 of Set 12 | minuri\n",
      "Processing Record 43 of Set 12 | kindu\n",
      "Processing Record 44 of Set 12 | bonthe\n",
      "Processing Record 45 of Set 12 | myre\n",
      "Processing Record 46 of Set 12 | chilca\n",
      "Processing Record 47 of Set 12 | salalah\n",
      "Processing Record 48 of Set 12 | kedrovyy\n",
      "Processing Record 49 of Set 12 | fort nelson\n",
      "Processing Record 50 of Set 12 | panama city\n",
      "Processing Record 1 of Set 13 | north platte\n",
      "Processing Record 2 of Set 13 | haapiti\n",
      "Processing Record 3 of Set 13 | wainwright\n",
      "Processing Record 4 of Set 13 | takoradi\n",
      "Processing Record 5 of Set 13 | bur gabo\n",
      "City not found. Skipping...\n",
      "Processing Record 6 of Set 13 | tarko-sale\n",
      "Processing Record 7 of Set 13 | senanga\n",
      "Processing Record 8 of Set 13 | hihifo\n",
      "City not found. Skipping...\n",
      "Processing Record 9 of Set 13 | makakilo city\n",
      "Processing Record 10 of Set 13 | imeni morozova\n",
      "Processing Record 11 of Set 13 | libenge\n",
      "Processing Record 12 of Set 13 | ler\n",
      "Processing Record 13 of Set 13 | edea\n",
      "Processing Record 14 of Set 13 | kloulklubed\n",
      "Processing Record 15 of Set 13 | narayangarh\n",
      "Processing Record 16 of Set 13 | muzhi\n",
      "Processing Record 17 of Set 13 | camopi\n",
      "Processing Record 18 of Set 13 | blagoyevo\n",
      "Processing Record 19 of Set 13 | coihaique\n",
      "Processing Record 20 of Set 13 | fushun\n",
      "Processing Record 21 of Set 13 | nokha\n",
      "Processing Record 22 of Set 13 | port lincoln\n",
      "Processing Record 23 of Set 13 | krivosheino\n",
      "Processing Record 24 of Set 13 | auki\n",
      "Processing Record 25 of Set 13 | lata\n",
      "Processing Record 26 of Set 13 | ahipara\n",
      "Processing Record 27 of Set 13 | zarand\n",
      "Processing Record 28 of Set 13 | monticello\n",
      "Processing Record 29 of Set 13 | jian\n",
      "Processing Record 30 of Set 13 | bialystok\n",
      "Processing Record 31 of Set 13 | isiro\n",
      "Processing Record 32 of Set 13 | prince rupert\n",
      "Processing Record 33 of Set 13 | liepaja\n",
      "Processing Record 34 of Set 13 | grand-lahou\n",
      "Processing Record 35 of Set 13 | puerto narino\n",
      "-----------------------------\n",
      "Data Retrieval Complete      \n",
      "-----------------------------\n"
     ]
    }
   ],
   "source": [
    "# Create an empty list to hold the weather data.\n",
    "city_data = []\n",
    "# Print the beginning of the logging.\n",
    "print(\"Beginning Data Retrieval     \")\n",
    "print(\"-----------------------------\")\n",
    "\n",
    "# Create counters.\n",
    "record_count = 1\n",
    "set_count = 1\n",
    "\n",
    "\n",
    "# Loop through all the cities in the list.\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 = 1\n",
    "        time.sleep(60)\n",
    "\n",
    "    # Create endpoint URL with each city.\n",
    "    city_url = url + \"&q=\" + city.replace(\" \", \"+\")\n",
    "\n",
    "    # Log the URL, record, and set numbers and the city.\n",
    "    print(f\"Processing Record {record_count} of Set {set_count} | {city}\")\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",
    "        # Parse out the needed data.\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",
    "        # Convert the date to ISO standard.\n",
    "        city_date = datetime.utcfromtimestamp(city_weather[\"dt\"]).strftime(\n",
    "            \"%Y-%m-%d %H:%M:%S\"\n",
    "        )\n",
    "        # Append the city information into city_data list.\n",
    "        city_data.append(\n",
    "            {\n",
    "                \"City\": city.title(),\n",
    "                \"Lat\": city_lat,\n",
    "                \"Lng\": city_lng,\n",
    "                \"Max Temp\": city_max_temp,\n",
    "                \"Humidity\": city_humidity,\n",
    "                \"Cloudiness\": city_clouds,\n",
    "                \"Wind Speed\": city_wind,\n",
    "                \"Country\": city_country,\n",
    "                \"Date\": city_date,\n",
    "            }\n",
    "        )\n",
    "\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": 12,
   "id": "1c3445a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "581"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(city_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "220a10bd",
   "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>Bluff</td>\n",
       "      <td>-46.6000</td>\n",
       "      <td>168.3333</td>\n",
       "      <td>55.02</td>\n",
       "      <td>71</td>\n",
       "      <td>98</td>\n",
       "      <td>16.49</td>\n",
       "      <td>NZ</td>\n",
       "      <td>2022-12-21 00:41:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Namibe</td>\n",
       "      <td>-15.1961</td>\n",
       "      <td>12.1522</td>\n",
       "      <td>67.86</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>4.07</td>\n",
       "      <td>AO</td>\n",
       "      <td>2022-12-21 00:41:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Khatanga</td>\n",
       "      <td>71.9667</td>\n",
       "      <td>102.5000</td>\n",
       "      <td>-22.86</td>\n",
       "      <td>79</td>\n",
       "      <td>4</td>\n",
       "      <td>13.98</td>\n",
       "      <td>RU</td>\n",
       "      <td>2022-12-21 00:41:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Klaksvik</td>\n",
       "      <td>62.2266</td>\n",
       "      <td>-6.5890</td>\n",
       "      <td>43.72</td>\n",
       "      <td>88</td>\n",
       "      <td>98</td>\n",
       "      <td>13.44</td>\n",
       "      <td>FO</td>\n",
       "      <td>2022-12-21 00:41:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lebu</td>\n",
       "      <td>-37.6167</td>\n",
       "      <td>-73.6500</td>\n",
       "      <td>58.86</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>7.92</td>\n",
       "      <td>CL</td>\n",
       "      <td>2022-12-21 00:41:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ushuaia</td>\n",
       "      <td>-54.8000</td>\n",
       "      <td>-68.3000</td>\n",
       "      <td>51.46</td>\n",
       "      <td>71</td>\n",
       "      <td>40</td>\n",
       "      <td>14.97</td>\n",
       "      <td>AR</td>\n",
       "      <td>2022-12-21 00:37:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kodiak</td>\n",
       "      <td>57.7900</td>\n",
       "      <td>-152.4072</td>\n",
       "      <td>26.11</td>\n",
       "      <td>63</td>\n",
       "      <td>100</td>\n",
       "      <td>14.97</td>\n",
       "      <td>US</td>\n",
       "      <td>2022-12-21 00:41:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Rikitea</td>\n",
       "      <td>-23.1203</td>\n",
       "      <td>-134.9692</td>\n",
       "      <td>76.87</td>\n",
       "      <td>85</td>\n",
       "      <td>78</td>\n",
       "      <td>17.69</td>\n",
       "      <td>PF</td>\n",
       "      <td>2022-12-21 00:41:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Flinders</td>\n",
       "      <td>-34.5833</td>\n",
       "      <td>150.8552</td>\n",
       "      <td>72.37</td>\n",
       "      <td>56</td>\n",
       "      <td>19</td>\n",
       "      <td>5.01</td>\n",
       "      <td>AU</td>\n",
       "      <td>2022-12-21 00:41:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Villa Maria</td>\n",
       "      <td>-32.4075</td>\n",
       "      <td>-63.2402</td>\n",
       "      <td>82.81</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>10.42</td>\n",
       "      <td>AR</td>\n",
       "      <td>2022-12-21 00:41:21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          City      Lat       Lng  Max Temp  Humidity  Cloudiness  Wind Speed  \\\n",
       "0        Bluff -46.6000  168.3333     55.02        71          98       16.49   \n",
       "1       Namibe -15.1961   12.1522     67.86        76          22        4.07   \n",
       "2     Khatanga  71.9667  102.5000    -22.86        79           4       13.98   \n",
       "3     Klaksvik  62.2266   -6.5890     43.72        88          98       13.44   \n",
       "4         Lebu -37.6167  -73.6500     58.86        93           0        7.92   \n",
       "5      Ushuaia -54.8000  -68.3000     51.46        71          40       14.97   \n",
       "6       Kodiak  57.7900 -152.4072     26.11        63         100       14.97   \n",
       "7      Rikitea -23.1203 -134.9692     76.87        85          78       17.69   \n",
       "8     Flinders -34.5833  150.8552     72.37        56          19        5.01   \n",
       "9  Villa Maria -32.4075  -63.2402     82.81        42           0       10.42   \n",
       "\n",
       "  Country                 Date  \n",
       "0      NZ  2022-12-21 00:41:19  \n",
       "1      AO  2022-12-21 00:41:19  \n",
       "2      RU  2022-12-21 00:41:19  \n",
       "3      FO  2022-12-21 00:41:20  \n",
       "4      CL  2022-12-21 00:41:20  \n",
       "5      AR  2022-12-21 00:37:46  \n",
       "6      US  2022-12-21 00:41:20  \n",
       "7      PF  2022-12-21 00:41:21  \n",
       "8      AU  2022-12-21 00:41:21  \n",
       "9      AR  2022-12-21 00:41:21  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert the array of dictionaries to a Pandas DataFrame.\n",
    "city_data_df = pd.DataFrame(city_data)\n",
    "city_data_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d8d3d445",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_column_order = [\n",
    "    \"City\",\n",
    "    \"Country\",\n",
    "    \"Date\",\n",
    "    \"Lat\",\n",
    "    \"Lng\",\n",
    "    \"Max Temp\",\n",
    "    \"Humidity\",\n",
    "    \"Cloudiness\",\n",
    "    \"Wind Speed\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "82843582",
   "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>Country</th>\n",
       "      <th>Date</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bluff</td>\n",
       "      <td>NZ</td>\n",
       "      <td>2022-12-21 00:41:19</td>\n",
       "      <td>-46.6000</td>\n",
       "      <td>168.3333</td>\n",
       "      <td>55.02</td>\n",
       "      <td>71</td>\n",
       "      <td>98</td>\n",
       "      <td>16.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Namibe</td>\n",
       "      <td>AO</td>\n",
       "      <td>2022-12-21 00:41:19</td>\n",
       "      <td>-15.1961</td>\n",
       "      <td>12.1522</td>\n",
       "      <td>67.86</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>4.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Khatanga</td>\n",
       "      <td>RU</td>\n",
       "      <td>2022-12-21 00:41:19</td>\n",
       "      <td>71.9667</td>\n",
       "      <td>102.5000</td>\n",
       "      <td>-22.86</td>\n",
       "      <td>79</td>\n",
       "      <td>4</td>\n",
       "      <td>13.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Klaksvik</td>\n",
       "      <td>FO</td>\n",
       "      <td>2022-12-21 00:41:20</td>\n",
       "      <td>62.2266</td>\n",
       "      <td>-6.5890</td>\n",
       "      <td>43.72</td>\n",
       "      <td>88</td>\n",
       "      <td>98</td>\n",
       "      <td>13.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lebu</td>\n",
       "      <td>CL</td>\n",
       "      <td>2022-12-21 00:41:20</td>\n",
       "      <td>-37.6167</td>\n",
       "      <td>-73.6500</td>\n",
       "      <td>58.86</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>7.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ushuaia</td>\n",
       "      <td>AR</td>\n",
       "      <td>2022-12-21 00:37:46</td>\n",
       "      <td>-54.8000</td>\n",
       "      <td>-68.3000</td>\n",
       "      <td>51.46</td>\n",
       "      <td>71</td>\n",
       "      <td>40</td>\n",
       "      <td>14.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kodiak</td>\n",
       "      <td>US</td>\n",
       "      <td>2022-12-21 00:41:20</td>\n",
       "      <td>57.7900</td>\n",
       "      <td>-152.4072</td>\n",
       "      <td>26.11</td>\n",
       "      <td>63</td>\n",
       "      <td>100</td>\n",
       "      <td>14.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Rikitea</td>\n",
       "      <td>PF</td>\n",
       "      <td>2022-12-21 00:41:21</td>\n",
       "      <td>-23.1203</td>\n",
       "      <td>-134.9692</td>\n",
       "      <td>76.87</td>\n",
       "      <td>85</td>\n",
       "      <td>78</td>\n",
       "      <td>17.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Flinders</td>\n",
       "      <td>AU</td>\n",
       "      <td>2022-12-21 00:41:21</td>\n",
       "      <td>-34.5833</td>\n",
       "      <td>150.8552</td>\n",
       "      <td>72.37</td>\n",
       "      <td>56</td>\n",
       "      <td>19</td>\n",
       "      <td>5.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Villa Maria</td>\n",
       "      <td>AR</td>\n",
       "      <td>2022-12-21 00:41:21</td>\n",
       "      <td>-32.4075</td>\n",
       "      <td>-63.2402</td>\n",
       "      <td>82.81</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>10.42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          City Country                 Date      Lat       Lng  Max Temp  \\\n",
       "0        Bluff      NZ  2022-12-21 00:41:19 -46.6000  168.3333     55.02   \n",
       "1       Namibe      AO  2022-12-21 00:41:19 -15.1961   12.1522     67.86   \n",
       "2     Khatanga      RU  2022-12-21 00:41:19  71.9667  102.5000    -22.86   \n",
       "3     Klaksvik      FO  2022-12-21 00:41:20  62.2266   -6.5890     43.72   \n",
       "4         Lebu      CL  2022-12-21 00:41:20 -37.6167  -73.6500     58.86   \n",
       "5      Ushuaia      AR  2022-12-21 00:37:46 -54.8000  -68.3000     51.46   \n",
       "6       Kodiak      US  2022-12-21 00:41:20  57.7900 -152.4072     26.11   \n",
       "7      Rikitea      PF  2022-12-21 00:41:21 -23.1203 -134.9692     76.87   \n",
       "8     Flinders      AU  2022-12-21 00:41:21 -34.5833  150.8552     72.37   \n",
       "9  Villa Maria      AR  2022-12-21 00:41:21 -32.4075  -63.2402     82.81   \n",
       "\n",
       "   Humidity  Cloudiness  Wind Speed  \n",
       "0        71          98       16.49  \n",
       "1        76          22        4.07  \n",
       "2        79           4       13.98  \n",
       "3        88          98       13.44  \n",
       "4        93           0        7.92  \n",
       "5        71          40       14.97  \n",
       "6        63         100       14.97  \n",
       "7        85          78       17.69  \n",
       "8        56          19        5.01  \n",
       "9        42           0       10.42  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_data_df = city_data_df[new_column_order]\n",
    "city_data_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "52380dda",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the output file (CSV).\n",
    "output_data_file = \"weather_data/cities.csv\"\n",
    "# Export the City_Data into a CSV.\n",
    "city_data_df.to_csv(output_data_file, index_label=\"City_ID\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dcf4e3df",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract relevant fields from the DataFrame for plotting.\n",
    "lats = city_data_df[\"Lat\"]\n",
    "max_temps = city_data_df[\"Max Temp\"]\n",
    "humidity = city_data_df[\"Humidity\"]\n",
    "cloudiness = city_data_df[\"Cloudiness\"]\n",
    "wind_speed = city_data_df[\"Wind Speed\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5b85dc9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build the scatter plot for latitude vs. max temperature.\n",
    "plt.scatter(\n",
    "    lats,\n",
    "    max_temps,\n",
    "    edgecolor=\"black\",\n",
    "    linewidths=1,\n",
    "    marker=\"o\",\n",
    "    alpha=0.8,\n",
    "    label=\"Cities\",\n",
    ")\n",
    "\n",
    "# Incorporate the other graph properties.\n",
    "plt.title(f\"City Latitude vs. Max Temperature \" + time.strftime(\"%x\"))\n",
    "plt.ylabel(\"Max Temperature (F)\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.grid(True)\n",
    "\n",
    "# Save the figure.\n",
    "plt.savefig(\"weather_data/Fig1.png\")\n",
    "\n",
    "# Show plot.\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fd5b3983",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build the scatter plots for latitude vs. humidity.\n",
    "plt.scatter(\n",
    "    lats,\n",
    "    humidity,\n",
    "    edgecolor=\"black\",\n",
    "    linewidths=1,\n",
    "    marker=\"o\",\n",
    "    alpha=0.8,\n",
    "    label=\"Cities\",\n",
    ")\n",
    "\n",
    "# Incorporate the other graph properties.\n",
    "plt.title(f\"City Latitude vs. Humidity \" + time.strftime(\"%x\"))\n",
    "plt.ylabel(\"Humidity (%)\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.grid(True)\n",
    "# Save the figure.\n",
    "plt.savefig(\"weather_data/Fig2.png\")\n",
    "# Show plot.\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4bc319f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build the scatter plots for latitude vs. cloudiness.\n",
    "plt.scatter(\n",
    "    lats,\n",
    "    cloudiness,\n",
    "    edgecolor=\"black\",\n",
    "    linewidths=1,\n",
    "    marker=\"o\",\n",
    "    alpha=0.8,\n",
    "    label=\"Cities\",\n",
    ")\n",
    "\n",
    "# Incorporate the other graph properties.\n",
    "plt.title(f\"City Latitude vs. Cloudiness (%) \" + time.strftime(\"%x\"))\n",
    "plt.ylabel(\"Cloudiness (%)\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.grid(True)\n",
    "# Save the figure.\n",
    "plt.savefig(\"weather_data/Fig3.png\")\n",
    "# Show plot.\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b2c5ef15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "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(\n",
    "    lats,\n",
    "    wind_speed,\n",
    "    edgecolor=\"black\",\n",
    "    linewidths=1,\n",
    "    marker=\"o\",\n",
    "    alpha=0.8,\n",
    "    label=\"Cities\",\n",
    ")\n",
    "\n",
    "# Incorporate the other graph properties.\n",
    "plt.title(f\"City Latitude vs. Wind Speed \" + time.strftime(\"%x\"))\n",
    "plt.ylabel(\"Wind Speed (mph)\")\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.grid(True)\n",
    "# Save the figure.\n",
    "plt.savefig(\"weather_data/Fig4.png\")\n",
    "# Show plot.\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6395761e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a function to create perform linear regression on the weather data\n",
    "# and plot a regression line and the equation with the data.\n",
    "def plot_linear_regression(x_values, y_values, title, y_label, text_coordinates):\n",
    "\n",
    "    # Run regression on hemisphere weather data.\n",
    "    (slope, intercept, r_value, p_value, std_err) = linregress(x_values, y_values)\n",
    "\n",
    "    # Calculate the regression line \"y values\" from the slope and intercept.\n",
    "    regress_values = x_values * slope + intercept\n",
    "    # Get the equation of the line.\n",
    "    line_eq = \"y = \" + str(round(slope, 2)) + \"x + \" + str(round(intercept, 2))\n",
    "    # Create a scatter plot and plot the regression line.\n",
    "    plt.scatter(x_values, y_values)\n",
    "    plt.plot(x_values, regress_values, \"r\")\n",
    "    # Annotate the text for the line equation.\n",
    "    plt.annotate(line_eq, text_coordinates, fontsize=15, color=\"red\")\n",
    "    plt.title(title)\n",
    "    plt.xlabel(\"Latitude\")\n",
    "    plt.ylabel(y_label)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c94104c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City                Srednekolymsk\n",
       "Country                        RU\n",
       "Date          2022-12-21 00:41:22\n",
       "Lat                         67.45\n",
       "Lng                      153.6833\n",
       "Max Temp                    -8.79\n",
       "Humidity                       99\n",
       "Cloudiness                     92\n",
       "Wind Speed                   1.81\n",
       "Name: 13, dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index13 = city_data_df.loc[13]\n",
    "index13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "827c552b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2       True\n",
       "3       True\n",
       "4      False\n",
       "       ...  \n",
       "576     True\n",
       "577     True\n",
       "578     True\n",
       "579     True\n",
       "580    False\n",
       "Name: Lat, Length: 581, dtype: bool"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_data_df[\"Lat\"] >= 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fd6e9582",
   "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>Country</th>\n",
       "      <th>Date</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Khatanga</td>\n",
       "      <td>RU</td>\n",
       "      <td>2022-12-21 00:41:19</td>\n",
       "      <td>71.9667</td>\n",
       "      <td>102.5000</td>\n",
       "      <td>-22.86</td>\n",
       "      <td>79</td>\n",
       "      <td>4</td>\n",
       "      <td>13.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Klaksvik</td>\n",
       "      <td>FO</td>\n",
       "      <td>2022-12-21 00:41:20</td>\n",
       "      <td>62.2266</td>\n",
       "      <td>-6.5890</td>\n",
       "      <td>43.72</td>\n",
       "      <td>88</td>\n",
       "      <td>98</td>\n",
       "      <td>13.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kodiak</td>\n",
       "      <td>US</td>\n",
       "      <td>2022-12-21 00:41:20</td>\n",
       "      <td>57.7900</td>\n",
       "      <td>-152.4072</td>\n",
       "      <td>26.11</td>\n",
       "      <td>63</td>\n",
       "      <td>100</td>\n",
       "      <td>14.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Sinnamary</td>\n",
       "      <td>GF</td>\n",
       "      <td>2022-12-21 00:41:21</td>\n",
       "      <td>5.3833</td>\n",
       "      <td>-52.9500</td>\n",
       "      <td>77.23</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>10.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ternate</td>\n",
       "      <td>ID</td>\n",
       "      <td>2022-12-21 00:41:22</td>\n",
       "      <td>0.8000</td>\n",
       "      <td>127.4000</td>\n",
       "      <td>82.44</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>3.22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         City Country                 Date      Lat       Lng  Max Temp  \\\n",
       "2    Khatanga      RU  2022-12-21 00:41:19  71.9667  102.5000    -22.86   \n",
       "3    Klaksvik      FO  2022-12-21 00:41:20  62.2266   -6.5890     43.72   \n",
       "6      Kodiak      US  2022-12-21 00:41:20  57.7900 -152.4072     26.11   \n",
       "10  Sinnamary      GF  2022-12-21 00:41:21   5.3833  -52.9500     77.23   \n",
       "11    Ternate      ID  2022-12-21 00:41:22   0.8000  127.4000     82.44   \n",
       "\n",
       "    Humidity  Cloudiness  Wind Speed  \n",
       "2         79           4       13.98  \n",
       "3         88          98       13.44  \n",
       "6         63         100       14.97  \n",
       "10        83         100       10.27  \n",
       "11        75         100        3.22  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_data_df.loc[(city_data_df[\"Lat\"] >= 0)]\n",
    "city_data_df.loc[(city_data_df[\"Lat\"] >= 0)].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a6c7d8de",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create Northern and Southern Hemisphere DataFrames.\n",
    "northern_hemi_df = city_data_df.loc[(city_data_df[\"Lat\"] >= 0)]\n",
    "southern_hemi_df = city_data_df.loc[(city_data_df[\"Lat\"] < 0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "eda79baa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on the Northern Hemisphere\n",
    "x_values = northern_hemi_df[\"Lat\"]\n",
    "y_values = northern_hemi_df[\"Max Temp\"]\n",
    "# Call the function.\n",
    "plot_linear_regression(\n",
    "    x_values,\n",
    "    y_values,\n",
    "    \"Linear Regression on the Northern Hemisphere \\\n",
    "                        for Maximum Temperature\",\n",
    "    \"Max Temp\",\n",
    "    (10, 40),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "53f975ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on the Southern Hemisphere\n",
    "x_values = southern_hemi_df[\"Lat\"]\n",
    "y_values = southern_hemi_df[\"Max Temp\"]\n",
    "# Call the function.\n",
    "plot_linear_regression(\n",
    "    x_values,\n",
    "    y_values,\n",
    "    \"Linear Regression on the Southern Hemisphere \\\n",
    "                        for Maximum Temperature\",\n",
    "    \"Max Temp\",\n",
    "    (-50, 90),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d16636d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on the Northern Hemisphere\n",
    "x_values = northern_hemi_df[\"Lat\"]\n",
    "y_values = northern_hemi_df[\"Humidity\"]\n",
    "# Call the function.\n",
    "plot_linear_regression(\n",
    "    x_values,\n",
    "    y_values,\n",
    "    \"Linear Regression on the Northern Hemisphere \\\n",
    "                        for % Humidity\",\n",
    "    \"% Humidity\",\n",
    "    (40, 10),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d9964c7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on the Southern Hemisphere\n",
    "x_values = southern_hemi_df[\"Lat\"]\n",
    "y_values = southern_hemi_df[\"Humidity\"]\n",
    "# Call the function.\n",
    "plot_linear_regression(\n",
    "    x_values,\n",
    "    y_values,\n",
    "    \"Linear Regression on the Southern Hemisphere \\\n",
    "                        for % Humidity\",\n",
    "    \"% Humidity\",\n",
    "    (-50, 15),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e8dfcb76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on the Northern Hemisphere\n",
    "x_values = northern_hemi_df[\"Lat\"]\n",
    "y_values = northern_hemi_df[\"Cloudiness\"]\n",
    "# Call the function.\n",
    "plot_linear_regression(\n",
    "    x_values,\n",
    "    y_values,\n",
    "    \"Linear Regression on the Northern Hemisphere \\\n",
    "                        for % Humidity\",\n",
    "    \"% Humidity\",\n",
    "    (50, 50),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4741c3f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on the Southern Hemisphere\n",
    "x_values = southern_hemi_df[\"Lat\"]\n",
    "y_values = southern_hemi_df[\"Cloudiness\"]\n",
    "# Call the function.\n",
    "plot_linear_regression(\n",
    "    x_values,\n",
    "    y_values,\n",
    "    \"Linear Regression on the Southern Hemisphere \\\n",
    "                        for % Cloudiness\",\n",
    "    \"% Cloudiness\",\n",
    "    (-50, 60),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b70051ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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l03VLp9OJoUOHig0bNlgsZ7w2OfqsadOmCSHkfW+lXiNeeOEFodFoxN69ey2W69mzp+zA06vplO644w6L35s3b47S0lKcPXsWALBs2TJoNBoMGTIEN27cMP0kJyejRYsWFtXoZ8+exeOPP46UlBRUqlQJYWFhqFOnDgDYNP0CwN133y2rrPfffz/CwsJM1dPFxcVYvnw5qlSpAgAoLS3Fzz//jDvvvBPR0dEW5e3Xrx9KS0uxbds2AMD69euRkZGB9PR0i8+wN9IOAKpWrYru3btbvLZs2TJkZGSgZcuWFp/Vu3dvi+b6tm3bAgDuu+8+fPXVVzh9+rTN+tu1a4d9+/bhiSeewE8//YTi4mKX+2Pr1q24evWqzYCUlJQUdO/e3ab6XqPR2PRXbN68OY4fP+70c4zNIdaf065dOzRp0sTmc5KTk02dseV8jhT2zlcApnX/9NNPuHHjBoYOHWpxTCIjI5GVlSV7RPWsWbNw6tQpiy4P5uTuG3vnkRSutnvLli04f/48hg0bZrHder0effr0wY4dO2y6fzj6/rVs2RK1a9c2/R4ZGYmGDRtKPn733XcfduzYYfMza9Ysi+WOHDmCX3/9FQ899BAA2Hxf8/PzbZrPbr/9dovfjf3D+vfvb/O6q/K2a9cOP/74I1588UWsW7cOV69edbissYxGDz74IADYDJDo1q0bYmNjTb8nJSUhMTHRVBY51ygj6+PkzrEmcmTNmjW47bbbkJKSYvH68OHDceXKFZvsHnLu2926dUNJSQl27Nhh6t9p7D6VlZWFv/76CwcPHkRZWRm2bdtm0czujKvr4datW1FaWmrzve3YsaMpJnFl5MiROHXqFBYuXIj/+7//Q0pKChYsWICsrCy8/vrrNss7+izjNULq91bONWLt2rVo2rQpWrRoYfHZxuuTHF7tNV6tWjWL3yMiIgDAdBH+888/IYRAUlKS3b+vW7cuAEM/t169euHMmTOYOHEimjVrhpiYGOj1enTo0MHuRV3u6OxZs2ahe/fuuHLlClauXIkZM2Zg0KBB+OWXXxAREYHCwkLcuHEDb7/9Nt5++2276zD2Ny0sLERaWprN+462015Z//zzTxw5cgRhYWFOP6tLly747rvv8J///AdDhw5FWVkZmjZtipdfftkU6L700kuIiYnBggUL8P777yM0NBRdunTBrFmzTH1ZrTnrh1KjRg2sWrXK4rXo6GhERkZavBYREYHS0lK765f6OdY3eOtzyvg5zm7sUkk5X4Gbwb418745UnTs2BGDBg3CzJkz8dhjj9m8L3ffuJuRQOp233PPPQ7Xcf78ecTExLgsi6fHr3r16nbPWeu+ycYyP/fcc3juuefsrsu6f3h8fLzF7+Hh4Q5fd3Ve/+c//0GtWrXw5ZdfYtasWYiMjETv3r3x+uuvW2TJqFSpks0+SU5OBnDz+Bu52ndyrlFG1sfJnWNN5EhhYaHD65fxfXNyrmHGQHLt2rUIDw/HxYsXTaPB09PTUb16daxbtw6FhYU2/TudcXU9NJbZ+D01Z+81R7RaLQYPHmy6Tx88eBA9evTAyy+/jEcffdRU6eXss4xlkfq9DQkJ8TiOkbONRn41XDEhIQEajQYbN240HVxzxtdycnKwb98+fPrppxg2bJjpfUcdjwFYdG6Wom7duqYbWpcuXRAVFYVXXnkFb7/9Np577jlUrVoVoaGhePjhhzFmzBi76zAepGrVqtkMSgKAgoICyWVNSEhAVFSUw4EXCQkJpv8PHDgQAwcOND3ZzZgxAw8++CBSU1ORmZmJSpUq4ZlnnsEzzzyDixcvYvXq1ZgwYQJ69+6NkydP2h1xbPzy5efn27x35swZi8/3hPnnWKejUfJzlGAsy9dffy35ydaVGTNmICMjA9OnT7d5T+6+kXvOS2X8nLffftvh6G3rhyq1yiKVscwvvfQS7rrrLrvLNGrUSLXPj4mJwZQpUzBlyhT8+eefptrPAQMG4NdffzUtd+PGDRQWFlrc7IzXCXuBpjNyrlFG1sfJnWNN5Ei1atUc3kMAeHQNy8jIMAWXERERSEpKQuPGjU3vd+nSBWvXrjUFZ1IDT1eM30t79/OCggK300g1bdoUDzzwAObMmYPff//domXP0WfVr18fgPTv7Y0bN2TFMY4+Vy6/Cjxvv/12zJw5E6dPn8Z9993ncDnjyWgdnH7wwQeqlW38+PH49NNPMXPmTIwaNQqxsbHo1q0b9uzZg+bNm5tqQ+zJysrCv//9b+Tm5lo0ty9evFjy599+++2YPn06qlWrZvepw56IiAhkZWWhSpUq+Omnn7Bnzx5kZmZaLFOlShXcc889OH36NMaNG4djx47ZdAkAgMzMTERFRWHBggW49957Ta+fOnUKa9ascfpkJYexaXjBggUWNYk7duzAoUOH8PLLLyvyOYDnNaO9e/dGpUqVcPToUdldORxp3LgxRo4cibfffhsdO3a0eE+pfePpdnfq1AlVqlRBbm5uwCQxb9SoERo0aIB9+/bZDeq9KSkpCcOHD8e+ffswZ84cm/RSX3zxBf7v//7P9PvChQsBQFIianPR0dGSr1GOBOKxJv912223YcmSJThz5oyplhMAPvvsM0RHR3uUhkyj0SArKws//vgjQkJCbHJfZmVlYcqUKSgsLESNGjXQsGFDtz/LXIcOHRAZGYkvvvjC4j6wZcsWHD9+3GXgWVhYiNjYWLvfT+NDqfm+AuDws/7xj38AkP69DQ8Pl3yN6NatG1577TXs27fPorndeH2Sw63Ac82aNXZntOnXr587qzPp1KkTHnvsMYwYMQI7d+5Ely5dEBMTg/z8fGzatAnNmjXD6NGj0bhxY9SrVw8vvvgihBCIj4/H0qVLbZp7lRQWFobp06fjvvvuw1tvvYVXXnkFb731Fjp37oxbb70Vo0ePRmpqKi5duoQjR45g6dKlWLNmDQBg3Lhx+OSTT9C3b1/861//QlJSEhYuXGg6qaQ0yY4bNw7ffPMNunTpgqeffhrNmzeHXq/HiRMnsHLlSjz77LNo3749/vnPf+LUqVO47bbbUKtWLVy8eBFvvfUWwsLCTF/EAQMGICMjA23atEH16tVx/PhxzJkzB3Xq1HGYHL9KlSqYOHEiJkyYgKFDh2Lw4MEoLCzElClTEBkZiUmTJimynxs1aoTHHnsMb7/9NkJCQtC3b18cO3YMEydOREpKCp5++mlFPgcAmjVrhnXr1mHp0qXQ6XSIjY2VVeuVmpqKf/3rX3j55Zfxxx9/oE+fPqhatSr+/PNPbN++3VTLJdfkyZPxxRdfYO3atRZNmErtm2bNmmHx4sX48ssvUbduXURGRpqSKEtRuXJlvP322xg2bBjOnz+Pe+65B4mJifjrr7+wb98+/PXXX5g7d67s7VbbBx98gL59+6J3794YPnw4atasifPnz+PQoUPYvXs3/ve//6n22e3bt8ftt9+O5s2bo2rVqjh06BA+//xzZGZmWgSd4eHheOONN3D58mW0bdsWW7ZswbRp09C3b1907txZ9udKvUY5EqjHmvzTpEmTsGzZMnTr1g3//Oc/ER8fjy+++ALLly/Ha6+9Bq1W69H6u3Xrhq+//horV67EO++8Y/FeVlYWCgsLsWHDBrf6JTpStWpVPPfcc5g2bRr+8Y9/4N5778XJkycxefJkSc3Qa9euxVNPPYWHHnoIHTt2RLVq1XD27FksWrQI2dnZGDp0qE0L186dOy0+6+WXX0bNmjXxxBNPAJD3vZUbx/Tv3x/Tpk1DUlISvvjiC4sWG8kkD0MSN0dUOfrJy8tzOqrdPN2L+frMU/YIIcQnn3wi2rdvL2JiYkRUVJSoV6+eGDp0qNi5c6dpmdzcXNGzZ08RGxsrqlatKu69915x4sQJm9Gkjj7bEUfplIzat28vqlatahp9l5eXJ0aOHClq1qwpwsLCRPXq1UXHjh1No8uMcnJyRI8ePURkZKSIj48XjzzyiJg/f74AIPbt22daLisrSzRt2tTuZ1++fFm88sorolGjRiI8PNyUAuHpp582pZpatmyZ6Nu3r6hZs6YIDw8XiYmJol+/fmLjxo2m9bzxxhuiY8eOIiEhwZS+5ZFHHhHHjh0zLePo2Hz00UeiefPmps8fOHCgzWh9e2mAhLh5LFwpLy8Xs2bNEg0bNhRhYWEiISFBDBkyRJw8edJiOUf7atiwYaJOnTouP2fv3r2iU6dOIjo62mL0oaPsDcZzw3r03nfffSe6desm4uLiREREhKhTp4645557XKaacXauTZgwQQCw2Y+e7hshhDh27Jjo1auXiI2NNaU6clYee99pIYRYv3696N+/v4iPjxdhYWGiZs2aon///hZ/7+z7V6dOHdG/f3+b17OysiSNBIWdUbNG//vf/+weq3379on77rtPJCYmirCwMJGcnCy6d+8u3n//fdMyjo6/o22xd75bX4defPFF0aZNG1G1alUREREh6tatK55++mlx7tw5m/Xs379fdO3aVURFRYn4+HgxevRocfnyZUnbbj0yVwhp1yhX1z0px5rInKNz9MCBA2LAgAFCq9WK8PBw0aJFC5tri6vz0ZHc3FxTPJKTk2Pxnl6vF/Hx8QKA+PDDD23+1tGodinXQ71eL2bMmCFSUlJEeHi4aN68uVi6dKmka9nJkyfFK6+8Ijp16iSSk5NFpUqVRGxsrGjfvr14++23LdI2Ga9NK1euFA8//LCoUqWKKdvM4cOHbdYt9XsrNY4xxl3mcYwxFaCcUe0aIYSQH66SEh577DEsWrQIhYWFbjWDEVHwGD58OL7++mtcvnzZ10UhIj/06aefYsSIEdixY4fDgcCBwK/6eAazf/3rX6hRowbq1q2Ly5cvY9myZfjoo4/wyiuvMOgkIiKiCoGBp5eEhYXh9ddfx6lTp3Djxg00aNAAs2fPxlNPPeXrohERERF5BZvaiYiIiMgrvDpzERERERFVXAw8iYiIiMgrGHgSERERkVdwcJFK9Ho9zpw5g9jYWJ9PF0hERETSCCFw6dIl1KhRQ9IELyQPA0+VnDlzBikpKb4uBhEREbnh5MmTNrMGkecYeKokNjYWgOHEjYuL83FpiIiISIri4mKkpKSY7uOkLAaeKjE2r8fFxTHwJCIiCjDsJqcOdl4gIiIiIq9g4ElEREREXsHAk4iIiIi8goEnEREREXkFA08iIiIi8goGnkRERETkFQw8iYiIiMgrGHgSERERkVcw8CQiIiIir+DMRURERCor1wtszzuPs5dKkVA5AhDAuZIyJMZGol1aPEJDOEsOVQwMPImIiFSUnZOPKUtzkV9Uavd9nTYSkwako0+GzsslI/I+NrUTERGpJDsnH6MX7HYYdAJAQVEpRi/YjeycfC+WjMg3GHgCmDFjBjQaDcaNG2d6TQiByZMno0aNGoiKikLXrl1x8OBB3xWSiIgCSrleYMrSXAgXyxnfn7I0F+V6V0sTBbYKH3ju2LED//3vf9G8eXOL11977TXMnj0b77zzDnbs2IHk5GT07NkTly5d8lFJiYgokGzPO++0ptOcAJBfVIrteefVLRSRj1XowPPy5ct46KGH8OGHH6Jq1aqm14UQmDNnDl5++WXcddddyMjIwPz583HlyhUsXLjQhyUmIqJAcfaStKDT078hCiQVOvAcM2YM+vfvjx49eli8npeXh4KCAvTq1cv0WkREBLKysrBlyxa76yorK0NxcbHFDxERVVyJsZFe+RuiQFJhA8/Fixdj9+7dmDFjhs17BQUFAICkpCSL15OSkkzvWZsxYwa0Wq3pJyUlRflCExFRwGiXFg+dNhJSEiVpYBjd3i4tXu1iEflUhQw8T548iaeeegoLFixAZKTjp0uNxvJyIYSwec3opZdeQlFRkenn5MmTipaZiIgCS2iIBpMGpAOA0+DT+N6kAenM50lBr0IGnrt27cLZs2dxyy23oFKlSqhUqRLWr1+P//znP6hUqZKpptO6dvPs2bM2taBGERERiIuLs/ghIqKKrU+GDnOHtEay1nElR7I2EnOHtGYeT6oQKmQC+dtuuw0HDhyweG3EiBFo3LgxXnjhBdStWxfJyclYtWoVWrVqBQC4du0a1q9fj1mzZvmiyEREFKD6ZOjQMz2ZMxcRoYIGnrGxscjIyLB4LSYmBtWqVTO9Pm7cOEyfPh0NGjRAgwYNMH36dERHR+PBBx/0RZGJiCiAhYZokFmvmq+LQeRzFTLwlGL8+PG4evUqnnjiCVy4cAHt27fHypUrERsb6+uiEREREQUkjRCC0ySooLi4GFqtFkVFRezvSUREFCB4/1ZXhRxcRERERETex6Z2IiIiHyrXC9PAIw42omDHwJOIiMhHsnPyMWVprsWc7jptJCYNSGd6JQpKbGonIiLygeycfIxesNsi6ASAgqJSjF6wG9k5+T4qGZF6GHgSERF5WbleYMrSXNgb3Wt8bcrSXJTrOf6XggsDTyIiIi/bnnfepqbTnACQX1SK7XnnvVcoIi9g4ElERORlZy85DjrdWY4oUDDwJCIi8rLEWMdzt7uzHFGgYOBJRETkZe3S4qHTRsJR0iQNDKPb26XFe7NYRKpj4ElEROSGcr3A1qOF+H7vaWw9WihrIFBoiAaTBqQDgE3wafx90oB05vOkoMM8nkRERDIpkX+zT4YOc4e0tllPMvN4UhDjXO0q4VyvRETByZh/0/rmaaybnDuktaygkTMX+Rfev9XFGk8iIiKJXOXf1MCQf7NnerLk4DE0RIPMetWULCaR32IfTyIiIomYf5PIMww8iYiIJGL+TSLPMPAkIiKSiPk3iTzDwJOIiEgi5t8k8gwDTyIiIomYf5PIMww8iYiIZDDm30zWWjanJ2sjZadSIqpoGHgSEVVkej0wZw7QrBkQFQVUrw7cey+Qm+ve+kpLgUmTgIYNgchIoEYNYORI4NQp539XVgb8+99AmzZAXBxQuTLQqBHwyCPA6dPulUVFfTJ02PRCdyx6tAPeeqAlFj3aAZte6G4bdB47Bmg0jn+Sk+V98Lp1ztfXoYNSm0ikCubxJCKqqIQA7r8f+PproEoVoH9/4Nw54JtvgOXLgbVrgfbtpa+vtBS47TZgyxZApwMGDjQEXvPmAcuWAVu3AvXq2f7d2bNAjx7AgQOGQKxHD8PrR44An3wCjBgB1KypxBYrSlb+zaQkoE8f29e1Wvc+vF49oHNn+68T+TEGnkREFdW8eYags0EDYONGQ3AEGALPe+4BHnoI+PVXoJLEW8X06YagMzMTWLnSUGsJALNnA88+a6j5XL/e8m/0ekOAeuAA8PLLwOTJlp/3xx+GGtBA17gx8Omnyq2vc2dl10fkJWxqJyKqqN54w/Dva6/dDDoB4O67gTvuAI4eBb7/Xtq6rl8H3n7b8P93370ZdALAM88AzZsDGzYAu3ZZ/t2nnwLbthk+c9o02yC3bl0gIUHWZili+HBD0/WxY97/bKIgxsCTiEgJO3YYApVOnRwvM2WKYZlp07xXLkfy8gz9OKOiDE3s1u65x/Dv0qXS1rdpE3DxoqGpt1Ur6ev74APDv88+K+1z9u4FIiKAatXs9/0cMcKwj8eMkbY+IvIqNrUTESmhbVvgllsMTc0HDwJNm1q+r9cbmrZDQw3Bka/t22f4NyMDCAuzfb91a8vlpK7P+HdS1nfpErBzJxAba+hLunUr8MMPwPnzQO3ahib4jAzL9bRsCbz6KvD888CwYcCqVYZAEzB0G/j0U0Oz9r//La3c3vLnn4ZBV/n5hn6d7dsbapXDw91b3+HDwEsvAYWFhhrhzp0NfUhDWJ9E/o2BJxGRUkaNAh57DPjoI+DNNy3fW7kSOH4cGDBA+kCZrl1t+0S6snat4e9cOXHC8G+tWvbfN75uXE6N9eXmGgLy+vWB//s/QxO9uYkTgeeeM3QFMPfss8CPPwI//2zYz888Y6j9HDXKEEQvXGioyfUnv/4K/Otflq/Vrg189ZW8AVxGW7YYfsw1a2bon9uggfvlJFIZA08iIqU8+KAhUPr8c2DmTEOTsNFHHxn+ffRR6evr0wdITZVXBqnpeS5fNvwbHW3//ZgYy+XUWN+FC4Z/DxwA9uwx7LsxYwz9Q7/7DnjqKeD11w39PB9//ObfaTTA/PmGfqMTJhhG0j/7rKGmdOZM+039vhIRAYwebcge0KSJIcVUbi4wdSqwYoXhGO/ZI/04a7WG2t67774ZYO7daxiYtW0b0LOnoVbZ3dHyRCpj4ElEpJSYGMNI8LlzgSVLgAceMLx+9qyhCblGDaBfP+nre/FFdcoJGFIpATebqdVen/F9c+Xlhn9v3AAGDzYEmUb/+Icht+fYsYamdfPAEzDUoH7wAXDffUCXLkBxMZCVZQjK5Pj1V0Owam3TJsO/zz1nOVAKMDTlSz02Oh3w3nuWr3XoYEhX9dBDhtrZ6dOB//5X2vpatbINrLt3N5S3WzdDdoJ33zUE5ER+iIEnEZGSHn/cEHh++OHNwPPTTw2jvkeONPTx9AexsYZ/S0rsv2983Trocnd9V67Yrs/4N4Bh31gbMQJ48klD8vkjRwxN8ubuvRe4805DkB8TA3z2mfw+jgUFhtpTR775xva1rCxlHgomTDAEnj/95Pm6QkOBF14wBJ4//cTAk/wWA08iIiU1b26o0Vq71pCOqF494OOPDTWBjzwib10zZxpq5OR48UVDjZwrtWsb/nU0o5DxdeNyaqzPvHm5Th3bv4mONsykdPas4cc68MzPNwRagCGw/fVX6eU16trVfm3s8OGGgDQvT353B6mMTeX5+f65PiIVMPAkIlLa448b+tt9/DHQuzfw++9Ar17yA5jsbPmDi4YPlxZ4tmhh+Dcnx1Abaz2yffduw7/Nm0v7XOP6jH9nzd76atc2pEUqLDT0z7Sm1xtSNAG2Na9CGLb13DlD39ovvzT8vn+/b/J+usPYx1VqrbK310ekggqZd2Hu3Llo3rw54uLiEBcXh8zMTPz444+m94cPHw6NRmPx04Hz3xKRVPfdB1StamhinzvX8JqcQUVG69YZAiw5P1JGtANAWpphsMvVq4b+hta+/trw7+23S1tfp06GAS1HjxoGy0hd34ABhn/XrrX9my1bgGvXDCPUrYPp//zHkCng1lsNg7leeMFQ0+fOfvYVYzP+Lbf45/qIVFAhA89atWph5syZ2LlzJ3bu3Inu3btj4MCBOHjwoGmZPn36ID8/3/SzYsUKH5aYiAJKVBQwdKghEPryS0Nz8cCBvi6VrWeeMfw7fryhKdvo228Ng6HS0oBBgyz/ZskSQxA4dKjl6+HhhoFAgOFf876es2cbaiI7dzbkOzX3/POG/omvv24ZsJ49axjVDhj6f5rnu8zJMXQpiIszBJ0hIYapNm+5xTAa3phBwB989pn97gfffnuzn+gTT9i+f9tthv28fbvl6x98YKghNieE4fU33zR06bAeiEXkTwQJIYSoWrWq+Oijj4QQQgwbNkwMHDjQo/UVFRUJAKKoqEiB0hFRwMnNvVkP+fzzvi6NfeXlQtx5p6GMVasKcc89QnTtKoRGI0RkpBCbN9v+zbx5huWzsmzfu3pViPbtDe/rdELcd9/N36tVE+LwYfvl+M9/DMtERBg+//bbDeUBhGjdWoji4pvLlpYK0by54b3PPrNcz6FDQkRFCRET4/izpBo2zPAZeXmerScrS4iQECHS04Xo10+Iu+4SonFj1+dGnTqG99eutX09LEyIFi2EuOMOw09ammHZkBDDviSP8P6trgpZ42muvLwcixcvRklJCTIzM02vr1u3DomJiWjYsCEeffRRnDWvDbCjrKwMxcXFFj9EVIE1aWJInwQYUgP5o5AQ4H//M8zZXqMGsGyZIafmnXcaZhTq2FHe+iIjDU3mEycaBgZ9951hrvNhwwy1mdaDg4yefNIwErtLF8Nyq1YZ0hBNmWIYPGQ++v2llwy1p/feCzz8sOV6jDMWlZQAQ4YY0jT52qOPAnfdZegysGmTYcrQ4mLDa6tW2SbHd+XZZw39houLDQn0s7MNfWGHDDH0K37ySXW2g0ghGiHsDecLfgcOHEBmZiZKS0tRuXJlLFy4EP3+zq/35ZdfonLlyqhTpw7y8vIwceJE3LhxA7t27UKEeUJoM5MnT8aUKVNsXi8qKkJcXJyq20JEfmjLFkO/x6wsQ19NIgoIxcXF0Gq1vH+rpMIGnteuXcOJEydw8eJFfPPNN/joo4+wfv16pKen2yybn5+POnXqYPHixbjrrrvsrq+srAxlZWWm34uLi5GSksITl6iiuv12w6Cd//0PuOceX5eGiCRi4KmuCptOKTw8HPX/bvZp06YNduzYgbfeegsffPCBzbI6nQ516tTB4cOHHa4vIiLCYW0oEVUQW7YYUijl5BgGhdxyi6FJlYiIAFTgwNOaEMKixtJcYWEhTp48CZ1O5+VSEVFA+f134JNPDH0SBwwA3nlH/kw6RERBrEIGnhMmTEDfvn2RkpKCS5cuYfHixVi3bh2ys7Nx+fJlTJ48GXfffTd0Oh2OHTuGCRMmICEhAXfeeaevi05E/mz4cMMPERHZVSEDzz///BMPP/ww8vPzodVq0bx5c2RnZ6Nnz564evUqDhw4gM8++wwXL16ETqdDt27d8OWXXyLWfGQlEREREclSYQcXqY2dk4mIiAIP79/qYucjIiIiIvIKBp5ERERE5BUMPImIiIjIKyrk4CIiIiIAKNcLbM87j7OXSpEYG4l2afEIDdH4ulhEQYuBJxERVUjZOfmYsjQX+UWlptd02khMGpCOPhnM20ykBja1ExFRhZOdk4/RC3ZbBJ0AUFBUitELdiM7J99HJSMKbgw8iYioQinXC0xZmgt7uQSNr01ZmotyPbMNEimNgScREVUo2/PO29R0mhMA8otKsT3vvPcKRVRBMPAkIqIK5ewlx0GnO8sRkXQMPImIqEJJjI1UdDkiko6BJxERVSjt0uKh00bCUdIkDQyj29ulxXuzWEQVAgNPIiKqUEJDNJg0IB0AbIJP4++TBqQznyeRChh4EhFRhdMnQ4e5Q1ojWWvZnJ6sjcTcIa2Zx5NIJUwgT0REFVKfDB16pidz5iIiL2LgSUREFVZoiAaZ9ar5uhhEFQab2omIiIjIKxh4EhEREZFXMPAkIiIiIq9g4ElEREREXsHAk4iIiIi8goEnEREREXkF0ykRERH5oXK9YI5RCjoMPImIiPxMdk4+pizNRX5Rqek1nTYSkwakc1YlCmhsaiciIvIj2Tn5GL1gt0XQCQAFRaUYvWA3snPyfVQyIs8x8CQiIvIT5XqBKUtzIey8Z3xtytJclOvtLUHk/xh4EhER+YnteedtajrNCQD5RaXYnnfee4UiUhADTyIiIj9x9pLjoNOd5Yj8DQNPIiIiP5EYG6nockT+hoEnERGRn2iXFg+dNhKOkiZpYBjd3i4t3pvFIlIMA08iIiI/ERqiwaQB6QBgE3waf580IJ35PClgVcjAc+7cuWjevDni4uIQFxeHzMxM/Pjjj6b3hRCYPHkyatSogaioKHTt2hUHDx70YYmJiKii6JOhw9whrZGstWxOT9ZGYu6Q1szjSQGtQiaQr1WrFmbOnIn69esDAObPn4+BAwdiz549aNq0KV577TXMnj0bn376KRo2bIhp06ahZ8+e+O233xAbG+vj0hMRUbDrk6FDz/RkzlxEQUcjhGAyMADx8fF4/fXXMXLkSNSoUQPjxo3DCy+8AAAoKytDUlISZs2ahVGjRklaX3FxMbRaLYqKihAXF6dm0YmIiEghvH+rq0I2tZsrLy/H4sWLUVJSgszMTOTl5aGgoAC9evUyLRMREYGsrCxs2bLFhyUlIiIiCmwVsqkdAA4cOIDMzEyUlpaicuXKWLJkCdLT003BZVJSksXySUlJOH78uMP1lZWVoayszPR7cXGxOgUnIiIiClAVtsazUaNG2Lt3L7Zt24bRo0dj2LBhyM3NNb2v0Vj2oxFC2LxmbsaMGdBqtaaflJQU1cpOREREFIgqbOAZHh6O+vXro02bNpgxYwZatGiBt956C8nJyQCAgoICi+XPnj1rUwtq7qWXXkJRUZHp5+TJk6qWn4iIiCjQVNjA05oQAmVlZUhLS0NycjJWrVpleu/atWtYv349Onbs6PDvIyIiTOmZjD9EREREdFOF7OM5YcIE9O3bFykpKbh06RIWL16MdevWITs7GxqNBuPGjcP06dPRoEEDNGjQANOnT0d0dDQefPBBXxediIiIKGBVyMDzzz//xMMPP4z8/HxotVo0b94c2dnZ6NmzJwBg/PjxuHr1Kp544glcuHAB7du3x8qVK5nDk4iIiMgDzOOpEuYBIyIiCjy8f6uLfTyJiIiIyCsYeBIRERGRVzDwJCIiIiKvYOBJRERERF7BwJOIiIiIvIKBJxERERF5BQNPIiIiIvIKBp5ERERE5BUMPImIiIjIKxh4EhEREZFXVMi52omIiNRUrhfYnnceZy+VIjE2Eu3S4hEaovF1sYh8joEnERGRgrJz8jFlaS7yi0pNr+m0kZg0IB19MnQ+LBmR77GpnYiISCHZOfkYvWC3RdAJAAVFpRi9YDeyc/J9VDIi/8DAk4iISAHleoEpS3Mh7LxnfG3K0lyU6+0tQVQxMPAkIiJSwPa88zY1neYEgPyiUmzPO++9QhH5GQaeRERECjh7yXHQ6c5yRMGIgScREZECEmMjFV2OKBgx8CQiIlJAu7R46LSRcJQ0SQPD6PZ2afHeLBaRX2HgSUREpIDQEA0mDUgHAJvg0/j7pAHpzOdJFRoDTyIiIoX0ydBh7pDWSNZaNqcnayMxd0hr5vGkCo8J5ImIiBTUJ0OHnunJnLmIyA4GnkRERAoLDdEgs141XxeDyO+wqZ2IiIiIvIKBJxERERF5BQNPIiIiIvIK9vEkIiKfKNcLDsAhqmAYeBIRkddl5+RjytJci7nNddpITBqQzpRDREGMTe1ERORV2Tn5GL1gt0XQCQAFRaUYvWA3snPyfVQyIlIbA08iIvKacr3AlKW5EHbeM742ZWkuyvX2liCiQMfAk4iIvGZ73nmbmk5zAkB+USm25533XqGIyGvYx5OIqILx5aCes5ccB53uLEdEgaVC1njOmDEDbdu2RWxsLBITEzFo0CD89ttvFssMHz4cGo3G4qdDhw4+KjERkTKyc/LRedYaDP5wG55avBeDP9yGzrPWeK1fZWJspOuFZCxHRIGlQgae69evx5gxY7Bt2zasWrUKN27cQK9evVBSUmKxXJ8+fZCfn2/6WbFihY9KTETkOX8Y1NMuLR46bSQc1a9qYBjd3i4tXvWyEJH3Vcim9uzsbIvf582bh8TEROzatQtdunQxvR4REYHk5GRvF4+ISHGuBvVoYBjU0zM9WdVm99AQDSYNSMfoBbuhASzKY/zUSQPSmc+TKEhVyBpPa0VFRQCA+HjLJ+x169YhMTERDRs2xKOPPoqzZ886XEdZWRmKi4stfoiI/IU/Derpk6HD3CGtkay1bE5P1kZi7pDWzONJFMQqZI2nOSEEnnnmGXTu3BkZGRmm1/v27Yt7770XderUQV5eHiZOnIju3btj165diIiIsFnPjBkzMGXKFG8WnYhIMn8b1NMnQ4ee6cmcuYiogtEIISp0srQxY8Zg+fLl2LRpE2rVquVwufz8fNSpUweLFy/GXXfdZfN+WVkZysrKTL8XFxcjJSUFRUVFiIuLU6XsRERSbT1aiMEfbnO53KJHOyCzXjUvlIjIPxUXF0Or1fL+rRK/rvF85plnJC87e/Zs2et/8skn8cMPP2DDhg1Og04A0Ol0qFOnDg4fPmz3/YiICLs1oURE/sA4qKegqNRuP08NDE3dHNRDRGry68Bzz549Fr/v2rUL5eXlaNSoEQDg999/R2hoKG655RZZ6xVC4Mknn8SSJUuwbt06pKWlufybwsJCnDx5Ejod+x4RUeDhoB4i8gd+HXiuXbvW9P/Zs2cjNjYW8+fPR9WqVQEAFy5cwIgRI3DrrbfKWu+YMWOwcOFCfP/994iNjUVBQQEAQKvVIioqCpcvX8bkyZNx9913Q6fT4dixY5gwYQISEhJw5513KreBREReZBzUM2VprsVAo2RtJCYNSOegHiJSXcD08axZsyZWrlyJpk2bWryek5ODXr164cyZM5LXpdHYf6KfN28ehg8fjqtXr2LQoEHYs2cPLl68CJ1Oh27dumHq1KlISUmR9BnsI0JE/sqXMxcR+Tvev9Xl1zWe5oqLi/Hnn3/aBJ5nz57FpUuXZK3LVawdFRWFn376SXYZiYgCQWiIhgOIiMgnAiaP55133okRI0bg66+/xqlTp3Dq1Cl8/fXXeOSRR+yOMiciIiIi/xIwNZ7vv/8+nnvuOQwZMgTXr18HAFSqVAmPPPIIXn/9dR+XjoiIiIhcCZg+nkYlJSU4evQohBCoX78+YmJifF0ku9hHhIiIKPDw/q2ugKnxNMrPz0d+fj66dOmCqKgoCCEcDhYiIlISB+UQEXkmYALPwsJC3HfffVi7di00Gg0OHz6MunXr4h//+AeqVKmCN954w9dFJKIglp2Tb5OGSMc0REREsgTM4KKnn34aYWFhOHHiBKKjo02v33///cjOzvZhyYgo2GXn5GP0gt0WQScAFBSVYvSC3cjOyfdRyYiIAkvA1HiuXLkSP/30k83Ulg0aNMDx48d9VCoiCnbleoEpS3PtTjMpYJj1Z8rSXPRMT2azOxGRCwFT41lSUmJR02l07tw5zpFORKrZnnfepqbTnACQX1SK7XnnvVcoIqIAFTCBZ5cuXfDZZ5+ZftdoNNDr9Xj99dfRrVs3H5aMiILZ2UuOg053liMiqsgCpqn99ddfR9euXbFz505cu3YN48ePx8GDB3H+/Hls3rzZ18UjoiCVGBup6HJERBVZwNR4pqenY//+/Wjbti169uyJkpIS3HXXXdizZw/q1avn6+IRUZBqlxYPnTYSjnpvamAY3d4uLd6bxaIAV64X2Hq0EN/vPY2tRwtRrg+olNpEbgu4BPKBggloiYKHcVQ7AItBRsZgdO6Q1kypRJIxNZd/4/1bXQFT4wkAGzduxJAhQ9CxY0ecPn0aAPD5559j06ZNPi4ZEQWzPhk6zB3SGslay+b0ZG0kg06Sham5qKILmD6e33zzDR5++GE89NBD2L17N8rKygAAly5dwvTp07FixQofl5CIglmfDB16pidz5iJyG1NzEQVQjee0adPw/vvv48MPP0RYWJjp9Y4dO2L37t0+LBkRVRShIRpk1quGgS1rIrNeNQYHKgrGPpBMzUUUQDWev/32G7p06WLzelxcHC5evOj9AhERkSqCtQ8kU3MRBVCNp06nw5EjR2xe37RpE+rWreuDEhERkdKCuQ8kU3MRBVDgOWrUKDz11FP45ZdfoNFocObMGXzxxRd47rnn8MQTT/i6eERE5CFXfSABQx/IQG12Z2ouogBqah8/fjyKiorQrVs3lJaWokuXLoiIiMBzzz2HsWPH+rp4RETkITl9IDPrVfNewRQSGqLBpAHpGL1gNzSwn5pr0oB09h2moBYwNZ4A8Oqrr+LcuXPYvn07tm3bhr/++gtTp071dbGIiEgBFaEPJFNzUUUXMDWeRtHR0UhKSoJGo0HlypV9XRwiIlJIRekDydRcVJEFTI3njRs3MHHiRGi1WqSmpqJOnTrQarV45ZVXcP36dV8Xj4iIPFSR+kAyNRdVVAETeI4dOxb//e9/8dprr2HPnj3Ys2cPXnvtNXz88cd48sknfV08IiLykLEPJACb4JN9IImCQ8DM1a7VarF48WL07dvX4vUff/wRDzzwAIqKinxUMvs41ysRkXuCNY8nBQbev9UVMH08IyMjkZqaavN6amoqwsPDvV8gIiJSBftAEgWvgGlqHzNmDKZOnWqaox0AysrK8OqrrzKdEhFRkGEfSKLgFDA1nnv27MHPP/+MWrVqoUWLFgCAffv24dq1a7jttttw1113mZb99ttvfVVMIiIiInIgYALPKlWq4O6777Z4LSUlxUelqTjK9YLNXURERKSIgAk8582b5+siVDjs4E9ERERKCpg+ntbWr1+PFStW4MKFC74uSlDKzsnH6AW7baavKygqxegFu5Gdk++jkhEREVGg8vvA8/XXX8ekSZNMvwsh0KdPH3Tr1g233347mjRpgoMHD/qwhMGnXC8wZWku7OXZMr42ZWkuyvUBkYmLiIiI/ITfB56LFi1Cenq66fevv/4aGzZswMaNG3Hu3Dm0adMGU6ZMkbXOGTNmoG3btoiNjUViYiIGDRqE3377zWIZIQQmT56MGjVqICoqCl27dq0wAe72vPM2NZ3mBID8olJszzvvvUIRERFRwPP7wDMvLw/Nmzc3/b5ixQrcfffd6NSpE+Lj4/HKK69g69atsta5fv16jBkzBtu2bcOqVatw48YN9OrVCyUlJaZlXnvtNcyePRvvvPMOduzYgeTkZPTs2ROXLl1SbNv81dlLjoNOd5YjIsfK9QJbjxbi+72nsfVoIVsSiCio+f3gouvXryMiIsL0+9atW/HUU0+Zfq9RowbOnTsna53Z2dkWv8+bNw+JiYnYtWsXunTpAiEE5syZg5dfftmUpmn+/PlISkrCwoULMWrUKA+2yP8lxkYquhwR2ccBfERU0fh9jWf9+vWxYcMGAMCJEyfw+++/Iysry/T+qVOnUK1aNY8+wzjdZnx8PABDLWtBQQF69eplWiYiIgJZWVnYsmWL3XWUlZWhuLjY4idQtUuLh04baTNXspEGhptju7R4bxbL77HmiuTgAD4iqoj8vsZz9OjRGDt2LDZu3Iht27YhMzPTos/nmjVr0KpVK7fXL4TAM888g86dOyMjIwMAUFBQAABISkqyWDYpKQnHjx+3u54ZM2bI7mvqr0JDNJg0IB2jF+yGBrAYZGQMRicNSGc+TzOsuSI5XA3g08AwgK9nejK/Z0QUVPy+xnPUqFF46623cP78eXTp0gXffPONxftnzpzByJEj3V7/2LFjsX//fixatMjmPY3G8oIvhLB5zeill15CUVGR6efkyZNul8kf9MnQYe6Q1kjWWjanJ2sjMXdIawZTZlhzRXJxAB8RVVR+X+MJAI888ggeeeQRu++99957bq/3ySefxA8//IANGzagVq1apteTk5MBGGo+dbqbAdbZs2dtakGNIiIiLPqiBoM+GTr0TE/mzEVOsOaK3MEBfN7BmdeI/E9ABJ5KE0LgySefxJIlS7Bu3TqkpaVZvJ+Wlobk5GSsWrXK1Ix/7do1rF+/HrNmzfJFkX0mNESDzHqe9aENZnJqrrgfyYgD+NTH7i9E/qlCBp5jxozBwoUL8f333yM2NtbUp1Or1SIqKgoajQbjxo3D9OnT0aBBAzRo0ADTp09HdHQ0HnzwQR+XnvyJGjVXrKUJfsYBfAVFpXZry4HAHcDnD+evsfuL9b41dn9hdyEi36mQgefcuXMBAF27drV4fd68eRg+fDgAYPz48bh69SqeeOIJXLhwAe3bt8fKlSsRGxvr5dKSP1O65oq1NBWD+QA+R+5ooVMlYFMzMPSH85fdX4j8m0YIwZwvKiguLoZWq0VRURHi4uJ8XRxSSbleoPOsNQ5rrjQwDMja9EJ3lzc5R7U0xr9iLU3wmbEiFx9syLP7ngbKH3M1A0N/OX+3Hi3E4A+3uVxu0aMd2P2F7OL9W11+P6qdyJ8Za64A2OQ9lZN6ylUtDWCopWFu0OBRrhf4YZ/zjAdKHvMV+8/gcZWyL/jT+cuBW0T+za+b2o2zBknx7bffqlgSIseMqaesa5KSZdQkbfujkIOUKhhvDkxbsT8fYxftcfg5njY/+9MgOw7cIvJvfh14arVa0/+FEFiyZAm0Wi3atGkDANi1axcuXrwoK0AlUoMnqaeyc/Lx4jcHJH0Oa2mCh7dq5rJz8vHEQsd9SQHPA0N/qmV0NXDL2P1FqYFb/jCYiiiQ+HXgOW/ePNP/X3jhBdx33314//33ERoaCgAoLy/HE088wT4Y5BfcST3lqF+cI6ylCR7eqJkzNoFL5W5g6E+1jN6cec0fBlMRBZqA6eP5ySef4LnnnjMFnQAQGhqKZ555Bp988okPS0bkHmf94qxpELjpdSqKcr3A1qOF+H7vaWw9WuiyP6OxZs5R+KPEMXfVBG7N3cDQG9sihzdmXuOMZUTu8esaT3M3btzAoUOH0KhRI4vXDx06BL1e76NSEblPblCgVC0NKc+dmi9v1MzJqcH0JDD0Zi2jVGrOvMaUTUTuC5jAc8SIERg5ciSOHDmCDh06AAC2bduGmTNnYsSIET4uHZF8UoOCKtFhmHlXMzbd+SlPkpUrMTDNGTk1mJ4GhmpvizvUmnnNnwZTEQWagAk8//3vfyM5ORlvvvkm8vMNTRg6nQ7jx4/Hs88+6+PSEcknNSh4d3BrdGqQoHJpyB1K1HypWTMnZYakEA3wzuBWigSGam6LP/GnwVREgSZgAs+QkBCMHz8e48ePR3FxMQBwUBEFNKmjbzuwxsRvKVXzpVbNnLMmcKN3BrdGv+bK1UaqtS3+xJ8GUxEFmoAZXGQuLi6OQacTcgc5kG8olXyefCcQar4cDbTRaSPx/hBlg86Kwt8GUxEFkoCp8fzzzz/x3HPP4eeff8bZs2dhPdNneXm5j0rmX5jeI7D4Y784ki5Qar7UHmgT7E3r1vxxMBVRoAiYudr79u2LEydOYOzYsdDpdNBoLL/QAwcO9FHJ7PPFXK/+Mleyr5XrBbb9UYitRwsBCGTWTUCHetX8+iZQEW/ewaBcL9B51hqX3SU2vdA9KI9nRX/QrejbH6w4V7u6AibwjI2NxcaNG9GyZUtfF0USb5+4xhugo/5mwX4DNMrOyceL3x7AxSvXLV7nyHBSi/GBD7Bf8xWsD3x80DXgQ2PwYeCproDp45mSkmLTvE43yRnkEKyyc/Lx+ILdNkEnAFy8ch2PM6kzqcAbycr9javR/IBhNH9F6F9uHEw1sGVNZPp5ywqRPwiYPp5z5szBiy++iA8++ACpqam+Lo7fCYRBDmoq1wtM/sH11ICTfzjIpM6kuIqSRsiIeSyJyF0BE3jef//9uHLlCurVq4fo6GiEhYVZvH/+fPDW5EnhySCHYGgq2p53HgXFroPqguIy3gxJFRUhjZBRRX/QJSL3BUzgOWfOHF8Xwa9JzQlpnd4jWDrHy7nB8WZI5JlAGc1PRP4nYALPYcOG+boIfs2d9B6eTPXnb+Tc4HgzJLmCoVVASe4+6BIR+XXgWVxcbBpRZpytyBGOPHOdE7JnejK2Hi3E2UulSIiJwOQfPJvqz5+0S4tHclyky+b25LgI3gxJlmBpFVBSMOax5MMFkXf4dTql0NBQ5OfnIzExESEhITa5OwFACAGNRuN3CeR9mY7B3gV0VW6Bzc1TikWPdgiYfmvGUe3OvG9Vi8ubDTnDlEHOBUtQHizbQcpgOiV1+XWN55o1axAfH2/6v73Ak2xZD3JwdPOUQu3+kEoGfn0ydHh/SGvJeTzVvNkwoA18rlIGBVqrgBqCYTR/MHU5IgoEfl3jCQBHjhxB/fr1fV0M2fzliclVYnlX1KzxVCvwkzJzkZo1WUpvF4NY39h6tBCDP9zmcrlAahUgS96ceIPf48DhL/fvYOXXNZ4A0LBhQ9SsWRPdunUz/TCPp3Su8u05ovbgADVrGUJDNOhUPwGd6ifYfV/Nmiylt4tNgL7j65RBDFTU5618pPweE93k9zMXrV+/HqNGjcKZM2cwduxY1KtXD2lpaXjkkUewYMECnD592tdF9Gvu3BTVHhzg61lP1JrlSentMgax1mU1BrGchUldvkwZlJ2Tj86z1mDwh9vw1OK9GPzhNnSetYbHXGHeeLjg95jIkt8HnrfeeiteeeUVrF69GhcvXsTatWsxYsQI5OXl4bHHHkPt2rXRqFEjXxfTb7lzU1R7qj9fT++p1s1Gye3ydXBON1MGOXr00sBQa6V0qwADFe9R++GC32MiW37f1G4uLCwMXbp0Qdu2bZGZmYmffvoJH374IY4cOeLrovktKfn2kuIi8MZ9LXHucplXmvR83YSp1s1Gye3ilIS+54uUQRzQ5F231KmKEA3gLO4L0RiWcwe/x0S2/L7GEwBKS0uxZs0aTJw4EbfeeiuqVq2K//u//8Ply5cxd+5cnDhxwtdF9FvGmycAm5ob4++T72iKTvUTMLBlTWRaDcJRg69nPVGrJkvJ7fJ1cE4Gxty4yVrLY6ZWq4CvWwMqml3HLzgNOgFDULrr+AW31s/vMZEtv6/xzMrKwo4dO1CvXj106dIFTz75JLKyspCUlOTrogUMV4nlvd253deznqhVk6Xkdvk6OKebvJkyiIGKd6m9v/k9JrLl94Hnli1boNPp0K1bN3Tt2hVdunRBQoL90crkmD/l2/OHWU/UCMaV3C5fB+dkyTo3rloYqHiX2vub32MiW36fx7OkpAQbN27EunXrsHbtWuzduxcNGzZEVlYWunbtiqysLFSvXt3XxbTBPGCu+UOKETVS1ii1XcZBJoD9IJaJrYOPMa+kq0BFibyS5J39ze9x4OH9W11+H3hau3TpEjZt2oS1a9di3bp12LdvHxo0aICcnBxfF80CT1xpgjVXoVLb5Q/BOXkXAxXlSPkeemN/83scWHj/VlfABZ56vR47duzA2rVrsXbtWmzatAmlpaWy5mrfsGEDXn/9dezatQv5+flYsmQJBg0aZHp/+PDhmD9/vsXftG/fHtu2uZ7FxIgnLiklWINzcoyBiufk7ENv7G9+jwMH79/q8vs+nnq9Hjt37jQ1tW/evBklJSWm2YzeffdddOvWTdY6S0pK0KJFC4wYMQJ333233WX69OmDefPmmX4PDw/3aDuI3OWt/oXkP/ypT3YgkjuDmDf2d7B9jxlIk7v8PvCsUqUKSkpKoNPp0LVrV8yePRvdunVDvXr13F5n37590bdvX6fLREREIDk52e3PICLyRLAFKt7ibi5U7m/pWCNPnvD7wPP1119Ht27d0LBhQ69+7rp165CYmIgqVaogKysLr776KhITEx0uX1ZWhrKyMtPvxcXF3igmVUCsaSByrCInbffGtUFubTKRNb8PPEeNGuX1z+zbty/uvfde1KlTB3l5eZg4cSK6d++OXbt2ISIiwu7fzJgxA1OmTPFySamiYU0DkXMVNReqt/qpcmYt8lRAzFzkbffffz/69++PjIwMDBgwAD/++CN+//13LF++3OHfvPTSSygqKjL9nDx50oslpoqAc3gTuVYRc6F669rAmbVICQw8JdDpdKhTpw4OHz7scJmIiAjExcVZ/BApxVVNA2CoaSh3Nf8fUZBTa0pcf+XNa0NFrU0mZTHwlKCwsBAnT56ETsemzGBTrhfYerQQ3+89ja1HC/02cGNNAyklUM55dxlnEANgE3x6a2Y0b/LWtaFcL3DuUpnrBRFctcmkPL/v46mGy5cv48iRI6bf8/LysHfvXsTHxyM+Ph6TJ0/G3XffDZ1Oh2PHjmHChAlISEjAnXfe6cNSk9ICqb8kaxpICYF0zntCjSlx1eTJoCBvXBvsnTf2cApQkqJCBp47d+60yP35zDPPAACGDRuGuXPn4sCBA/jss89w8eJF0zzxX375JWJjY31VZFJYoI3MrIj91kgaqUGLr895tUZcO1pvoORC9fRhQM61wdG+cnZsHJ031oKxNpnUEXAzFwUKznzgv4zzMzt6evfH+bA5hzfZIzVo8fU5r1ZNa6DX4DoK6uRM1ynl2pAUF4EH2tbGp1uO4eLV66b3dNpI3NFChx/25dvdhz3Tk52eN+YCab+7wvu3utjHkyqcQOwvWdH6rZFrckYy+/KcV2vEdaBneVBqUJCra4MAcKn0Bub8fNgi6AQMx/yDDXkO9+E7a45ICjon9m+CTS90D4qgk9THwJMqlHK9wOYjf0la1t/6Sxr7rSVrLZvWkrWRftc1gNQlN2jxVR9htUZc+1uWB3cGbCn5MODo2qCNDgMAlFwrd7kO688GgHlb8iQtnxAbwYdekqxC9vGkiklqB3kjf+wv6W6/Nc52JE2g7Ce5s/P4qo+wWrMI+dPsRO429yv9MGB9bUiIicCz/9sH4LrLv7VHALh4Rdrf+uO1kvwXA0+qEKR2kAf8f2Sm3DmlA70fnLcE0n6SG7QYc1u66iOs9DmvVk2rv2R58GTAlhoPA+bXhq1HC1FQ7Pn2V4kKQ9HV6149byi4samdgp6zZjlrwdZfMtD7wXlLoO0nuUGLGn2EpTQvq1XT6g9ZHjxt7lc70b1SQfeITqmm8pgLtmsleQ8DTwp6rprlzLnqLxlIybf9rR+cv5Kyn15ekoMlu0/5zTF3J2hRso9wdk4+Os9ag8EfbsNTi/di8Ifb0HnWGpsAXa3gyh9mJ/K0j6baAwY9DbqN+3Bs9wbsW06KYlM7SRYo/d+sSX3yH9utPp7u2dDhNgVSUyzgX/3g/JmU/VRYcg1Pf7UPgH8cc2PQMnrBbtPIZSNnQYsSuS0dNS/nF5Xi8QW78XSPhhjbvT5CQzRul9MVtdYrhxLN/WomunfVvcIZ630YKDlRKTAw8CRJAi3oMif1yb9T/QSnQafaybeVDuz9oR+ccZsKiq7ifMk1xFeOQHKcf9205G6/P0wyUK4X0EaFY2SnVCzZexrnS24OAnEVtMjtI2z9ua66rby5+ncs2n4ck+9oij4ZOtWCK1/PTqRUc7/coE7qdcJZcG5UJToM995SC9/sPo3zJddMr9vbh56cN0TmGHiSS76e8cRTng6scNUUq4GhybpnerLbwZQagb2v+8E5yyLgTw8tcrdfqWPuLnv7NT4mHINa1kDP9GRVg3qp3VYKisssrg1q1Zj5siZOyQFbUoM6udcJR8F5legwjOiYhgaJMZi6/JBF0BkfE4aJ/Zv4xXeTghP7eJJTwdBP0NO+VGon31ZrYIsv+8E52iajfD8atONqP9njq0kGHO3XCyXXMG/zMRRdveYXzctG5tcGY3A1sGVNZNarplg51VqvlM/15qQO7l4n+mTosOmF7lj0aAe89UBLLHq0A3a90hONkitjzMI9ds6l6xizcI9ffDcpODHwJKcCcZYfezwZWKFmk7Wagb2vZjuSk0XAHx5anO0nV7w5yYA/PAQmxERIXjZQrg2e8NakDp4ee+vg3Lh8IFcoUOBiUzs55Q/9BJXibrOcmk3Wag8A8kU/OKnNsf40uMnRfnLFm4mz/WKwmBvPKIFwbfCE+XXFvC+zNioc5XqhyIOd0sfeL84lqrAYeJJTvu4nqDR3OsirmXzbG4G9t/vBqZUMXG0WAURxKaYuO2gxaMecLxJn+8ND4LnLZbL/JlCuDZ4IDdGg6Oo1vPbTb6oMwFT62PvDuUQVFwNPcspXM574EzVTt8gJ7D0Z9e7NEalqJQP3BvP9FBUWgtELdgPwTboea/7wEChn3RXh2mCk9gBMpY+9P5xLVHGxjyc55at+gv5Grb5cUgcAXSgpk5Sw2x8Yt8kVbyT59oS3+u9J5Q9J0+UOxKoI1wZv9L1V+tj7w7lEFZdGCMHewyooLi6GVqtFUVER4uLifF0cjwVyHk8lqZFE31hbAtivWXusSxr+uyHP5sZmfN8f01k5qgEyp4F/lt2aP02c4Opc8cb+dFQGcxXp2rD1aCEGf7jN5XKLHu3gUauD0sfeH84lfxVs929/w8BTJcF44vrTDTjYOArsJ/ZPx9Tljge8GJszN73Q3e+ORaDk8Qw0/vAQaK8M1WLCMdALuUT9zfd7T+OpxXtdLvfWAy0xsGVNjz5L6WPvD+eSPwrG+7c/YeCpEp64ZI+z4N3ee9vzznulNkUtgTBzkdLMj2NC5QhAAOdKyhR9WPPVQ6DFtsVEABrDgCOlyhCID7feqvE0UnofBeI+B9QtN+/f6uLgIiIvcVW7YG8AkL+NPpV7sa9o0+w5q+UFlKtN8sV+dXb+KlGWQK198/YATKWPfSB+RwP1XCEDDi4i8gJ3Zx3xp9Gn2Tn5ATPAyRdczdYEuD7e5XqBrUcL8f3e09h6tNBvEnirNbuWt9avJg7A9K5APlfIgIEnkco8GfXqL6NPebF3TupsTeLvnxe/OYDNR85ZHHN/DezVHrXtDzMyecrfMiAEq2A4V4hN7USqkzpLyKeb8zC8U5pFzYiaOUSlcnWx18Bwse+Znlxha3WkztZkdPHqdTz00S+m5kEAquaB9ITas9wEyyw63p6ooSIKlnOlomPgSUHP153npfa/nLr8ED7alGfTT8kX016a48XeNXf72BoDS210mCKBvZxzXeqyavcz9rd+zJ6w7i9p7DrBQFQZwXSuVGQMPCmoedIJXamAVU7/S0c1XL6sTeHF3jV3+9gag82LV+xPzWlcRkpgL+dcl7Os2v2M/akfs5I4AEZ5wXquVDTs40lBy5N+iUr2t5Mz24uzfkrG2pSBLWsis141r9Wc8GLvmtwZfdzhLLCXc67L/V6o3c/YX/oxK4l9otURjOdKRcTAk4KSJ53Qlb5pOBv1ao95DZc/4MXeNbnH2B2OAns557o73wu1R20H26hwucfDH7MY+KtgO1cqKgaepAh/u4DK6ZdoTq1Rk45GvTrjL03XvNhL484xlsJVYC/nXHf3e6H2qO1gGhUudR+/s+awy1YVf7uu+oNgOlcqKvbxJJdc9XX0x75M7vZLVHMgjbGf5qeb8zB1+SGXyztruvb2gCmpA5z8YUYdTz/Xk3VZ98VNqBwBfbnAk4v34OJVx/04NRrA3hxyUgJ7Nfrg2ltW7X7Gctfv60GDjkjdz2+uPmzzmnkfbwBuXVf9db8oiRkEAhsDT3LKVVBpbJb2tzQw7vZLVHsgTWiIBjptJEI0gLPKC2c1XL4K9J1d7Mv1Au+sOYJ5m/MsAixvlEvJ/aHEuuzNBDPz7mZ2vydGjiYu1kaHYeZdzZx+thp9cB0tq/YsN1LX748Pu0ae9HU2ZjF48dsDKLpyXfZ11Z/3i9ICccYlMmBTOznkqq/jiv1n/DaZ7y11qiI+Jtzh+46aL9UeSJOdk48xC/c4DToB4I4WOrtP774etGBvgFN2Tj5umbYKb67+3aZWT+1yKbk/5KxLbhNonwwdHuuSJrksRlFhoeiZnux0GTl9cIOhv67a3wFPm7c9HWgmYMhyIPe66utrA5FUFTLw3LBhAwYMGIAaNWpAo9Hgu+++s3hfCIHJkyejRo0aiIqKQteuXXHw4EHfFNZHpPR1fOX7HLf6i6ktOycfWa+vxfmSa06Xs9d8qeaNWersNgDww758mxuLP87akZ2Tj8cX7HaYDkjNcim5P+Ssy52MB+V6gR/2yb/xS/n+yOmDG+j9ddX+DiiRzULKPvaEveuq1P1y7YaefUbJ5ypk4FlSUoIWLVrgnXfesfv+a6+9htmzZ+Odd97Bjh07kJycjJ49e+LSpUteLqnvSOnreL7EcZ81c94cJCNlvmwAeKxLmt2mJzVvzHJmt7EXcLg7MEQtxpudK2qVS8n9IX1AyBG3apXkzmxkTsr3R86Ai0AenKHmd0DJGkNn+/jpHg1ll80e8/Ni2x+FkvZLhxk/+92UrFTxVMg+nn379kXfvn3tvieEwJw5c/Dyyy/jrrvuAgDMnz8fSUlJWLhwIUaNGuXNovqMksGit/I7Sq1R1MBQozi+TxO7AaRaMwXJ3afWy/tbIne5wZTS5VJyf0hd17zNeW7NMOTJtkv9/sgZcBGogzPU+g6oMS2so30MAIt3nEBBUamk1g9HjOdFdk4+XvzmgKS/sW4F8nVffKqYKmTg6UxeXh4KCgrQq1cv02sRERHIysrCli1bKkzgKfVmFx8Tjgsl1+xeQDUwBGve6i8mNRCSMjJdjRuz3ADcenl/S+Qu9+audLmU3B9S1+VsZLqz88qdbXfn+yNnwEUgDs5Q6zugVjYLR/t40oB0jF6wGxrA4tpp/L1KdJjdwUXGZYznhaPBnVK5G1QTeaJCNrU7U1BQAABISkqyeD0pKcn0nj1lZWUoLi62+AlkUvs6ThuYYfrd+n3Au/3FPK1RtKb0TEHGfeqKo36k/jYwRM7NXY1yKbk/pKyrSlSYpHLZO6/kDjgJhP6WvqDWd8DbrQnOmuLfH9IaM+9qBsB+n1ABYGJ/Q3cgqX3GnfG3CSso+DHwdECjsfzKCyFsXjM3Y8YMaLVa009KSoraRVSV1L6O/Zr7T38xT2sU1Wbcp1LCCHsBh78NDJEaTGmgTrmU3B9S1jWiU6qkctk7r+TObKSNDsO4Hg1djmivaNT6DviiNaFPhg6bXuiORY92wFsPtMSiRztg0wvd0SdD53IygqnLc/HOmiNu9xu2Z3Wu44oVr7lyBdi7F1i0CPjnP4H77gOaNQMqVTIku7X388wzvi41yaQRwlEGuYpBo9FgyZIlGDRoEADgjz/+QL169bB79260atXKtNzAgQNRpUoVzJ8/3+56ysrKUFZWZvq9uLgYKSkpKCoqQlxcnKrboCapeeH8IWlxuV6g86w1Li/GxqaqTS9090ltkr19amTct86a+f0pV5+xqQ+A3ZqXqtFhmOEiD6Vc1ufahZJrmLrc8/1hyEV6GPM2H7Obi7RnejI6z1rjsG+elPPK0bGb2L8JDp+9bPPZ8THhmDYwA/2aB2b/OzWuC2rkjDVeOzw5tmpYsf8Mnli4x255pN64YyJCUVJW7nK5+Jgw7Hi5p3Lbp9cDx48Dhw4Bv/5q+Dl0yPBTWKjMZwDAkCHA558rtz4Y7t9arTbg79/+ioGnVeAphECNGjXw9NNPY/z48QCAa9euITExEbNmzZLcxzOYTtxrN/T4fOsxHD9/BXXio/FwZirCK/lnZbmUPk8awOed6Y035IKiqzhfcg3xlSOQHGe4Ma/KLXAZWPpDoG9kL5iqEhWGEZ1SMbZ7A0XL5SxwqxoT4fb+cLwNaRjbvb5F0G8v0DZ+kpTzyt6xW5Vb4PS8HdUlDS/1S5e8Pf5AjQckqeeaO98PJY6tkqQ+SLvy+Yh2eOqrvS7TywHAokc7OO7Dmp8PbNgAHD0KXLhwM6A8etSj8slSpw7QuDHQpInhJz0d6NTJUPOpoGC6f/ujChl4Xr58GUeOHAEAtGrVCrNnz0a3bt0QHx+P2rVrY9asWZgxYwbmzZuHBg0aYPr06Vi3bh1+++03xMbGSvqMYDlx/al2TSopNYr+XHZ7AYinNz+1A1VvBMJq7Ru561X6OyE1wHjvwVbo17yG7PX7ghrHSuo6PTk+cv9WzfN+69FCDP5wm9t/b15L++ryXHyy+ZjpvYgb19DyzG9ocyoX7U4dRLuTBxF1o8zhulSh1d4MIBs3vhlQpqUZmtZ9KFju3/6qQgae69atQ7du3WxeHzZsGD799FMIITBlyhR88MEHuHDhAtq3b493330XGRkZkj8jGE5ctW703uCsRtFfB2u4CkDcbe4LxIcHa2rtG3fXq2TAITXAULwpVAH29gMAxY+V1OM0sX86xiz07Jol9diq/b36fu9pPLV4r+sFhUC986dxiymIzEHtoj89/nzZjIGjeY1kw4ZAAN7/guH+7c8qZODpDYF+4qp1oyfHpAYgTpvDrATyw4M5NfaNmuuVY8me03j6y72SllWzHHI5CrweaJuCN1cfdvn3crZFenAe7rBJWclrlqrfqwsXgM2bcXrpShQsW4VbzvzqSVE9U7s2cOutN38aNwZC/LOblZIC/f7t75jHk+xSK68dOaZ0Shc1kmL7ilrpbnydlD87Jx9Tl0mfjtebs4A54yjwKigqlRR0AvK2ReqyzvoxSr1mOarxNLWiFJdi6rKD0r5X+nLDKO2NG2/+nDsnaVtq/v2jFH1YOLbUaILtKRnYUSsde3WNcDU8UtGHUH/qe07+i4En2eXrG3JFpHRKl2B6eFAr3Y0vk/K7k/zb2ynA7JEyL7gUcrZFye12ds1yVIt7RwsdftiXD3HyFNqdysHTp3LR9uRBND533PEHTVCsyHb9llDbFETuqpWOM3GJToPHEACXc/LxP4VnZDMKhi495B0MPMkuf5slx1owPlkb82K6SukiNTl2MD08KL1v1F6vK1KndzXnzckBnPFk3nkjudsi5ThVjQnD+RLHM0sZma5ZV64A27aZaiL1Gzaiz/Vr6OPg716SXFo3JCQYmrI7dzb827IlEGaYsMDZYElzUlow1Joq1VkNOKfkJGsMPMkuX92QpQjWJ2tjcmxHU+kB8pJj+/vDg1TGh4x+Gcn42GxkrpEnicOV3udSyQ3e1ErC7w4lHlTuaKGTtS0uj5MQmJMRjq3zf0Sjw3vR5tRB1Cr+y/7KZtl/Wcmei7tqNMaOlKbYXqspdtVsgqKo2JtlhbxmbWOw+OnmPExdfsjhclJbMJSeKjWYuvSQdzDwJLt8dUN2JdifrI0zllgH1u40h/nzw4NU9h4yQjSA3myDPG0qVHKfSyVnlhh/e6hS4kHlh335GN+niePrR2EhsGnTzX6R27ejD4A8F+vt4nHJbJ3QJpmCyB21muKP+Jpu5410NxALDdEgITZC0rLebsEIpi495B0MPMkhX9yQnakoT9ZKNYd5+vDg6+4Mjh4yjHk4RnZKRc/0ZEXK1SdDh+6Nk7wyUUJ2Tr7dmlt7JvZvguGd0vzqGLl6oLFWqfwGMv48irYnD6LdqYNoe+ogqpReVr0PpD1XK0WgpF0HJPTraWjWbtsWiI6WlVnAU84CMWfH050WDE/OD6l/G0xdesg7GHiSU2r1CXKHt5+sfRl4KdUc5u7Dg6+7M0h5yPgxpwAv93de6+5JTsaPNuUpvr3G7XLFWBvtLOj0yTESAqEnjuMD5OJg9nK0OZWLBoUn1fksKZo3B7p0MQSRnTujXFdDdho4uZkFlGIdiLk6nnJbMLyVSD9YuvSQ9zDwJJeU7hPkiKsgwZtP1r4OvJQk9+HBH7ozKPGQIfUYenN7pfbtFHBeG61YmS9fBrZutUz3U+56Xu/mf/8oKikJuPVWHKrXHM8XxCE3MQ36kFDT21L6R24/WijrvHEns4BSzAMxqcdTaguGJ+eH3L8Nhi495F0MPMkvSAkSvPVk7Q+Bl9KkPjz4S3cGTx8ypB5Db2+v1O0a2SnV4TnmqMwaoUfDcyfQ7uRBhPz4BkTh79CcPu1hid23o1a6qV/k7pqNURxZ2fReiAZ4Z3Br9GtuuY3leoGRs9YgH7b7ScrxkHPeuJNZQAnWgZicc1BKC4Yn57Q7f+uv4wHIfzHwJJ9zFSS8+2ArVI2JQEFxKeKdpExR4snaXwIvX/GXgQKePGTIOYbe3l6p29UzPRk4e9ZygM2uXQCAUABbPS6JTPXrG9L8GJu169VzOsDGVU2iXgBjFu7G3BDLhzhPj4ec80aJtFBy2QvE5G6zqxYMT/ahu3/rb+MByL8x8CSfkpKMeuyiPRajmO1R6sla7UDE1wN2XPGXgQKeNN/JOYZe296yMmDnTrTfsAFffPcdmuXlIO7aFcfLO0j5o4jKlS2DyDZtgEhl+9/1ydDh3QdbufzuWj/EeXo85Jw3y/afkfRZzjzdowHmbT6Gi1dd5w8F7Adi7myzsxYMT/ahJ3/rT+MByL8x8CSfklLr4CroBJR7slYzEAmEfqP+MlDAk+Y7OcfQre0VAvjjD8t+kYelTRMZAqCTpCWlO5BUDztqNcWOWunYWSsdf1U2BOO+nte9akyE0++uvYc4T88/OeeNJ+ewMYAd270B2tSJx0Mf/+LybxxlKFD6O+fJckrsf6ZMIlcYeJJPuVuTpAEQHxOOV/o3QbI2SrEna7UCr0DpNyolVU5yXIRXBgq423wn5xi2S4tHvYhypOTuQZvThmkQ25+yM8JZzRpIM/mVqyEnrRlue/QuhHTpAmRkAKGhFsuU6wU6z1rj94M53HmIM55/rkalO9s2qedNu7R4VIkKk1xbaV4G4GYA26FeNUm1rI4yFCg9OMeT9XGgEHkDA0/yKXdrHQSAwpJrSNZGKfqErcaF15f9RuU27YeGaDCxfxM8sXCPw2VKb+ixKrfAK4Gy7Oa78nK0u3gcTx78EY0P70PbUweRWHLB/rJ/B5M/q1N0Q8BonALx1luBDh2w9a/rGPzhNpd/uqif49rKQBnM4c5DXGiIBne00OGDDY5TxUvZNinnTWiIBiM6peHN1b9LKqeRdQDr6fFQ+nh6sr5AObcosDHwJK8zD4YSKkcgKTYcf1665ta6lO5rqMaF151+o0r0BZXatH/tht6UOP1K2Q1sPOxgqsG/Xbxy3Xu1tPn5CN20CZkbNwIbNgD79rn8k1AAz6pQlKt16yOiWxZCsrIMAWVqqsMBNtbn+I0beixZcRRH/7os6bNcndf+PpijXC+g1wuXNYpVosKgFwLlemFKA/RfJ0HnY13SJG+blGbfsd3rY96WPFy84njAYlJcBN64ryXOXS5z+F1053hYf8fffbA1pi5X5nh6cn70TE/GODt9V/3l3KLApxFCSOhBR3IVFxdDq9WiqKgIcXFxvi6O37AXDGk0N2ejkUutfmxK9sf8fu9pPLV4r8vl3nqgJQa2rKnIZztq2rfOhThjRS4+3JgnqR+ttarRYdj5Sk/pAXFpKbB9+81+kZs2ASUl8j9YAZciY3C1fSbO39IBb1xJxPqYFFyrFAYAiIkIxaOd09AwKRZTlx+SfRzsHT+5pJ7X/jhYzZ3t12kjMbF/E5v9bc5e8nclZOfk4/EFu+1+HiBvXnVPJiww7oOqMRGKHU+554e9clWJCsOITmkY272+z88tb+H9W10MPFXCE9eWksma1bgJWV+kb6lTFbuOX/D4JrD1aKG05tVHO6Do6jVJAaOr7ZAye8vtzXX4cKOr2a8dEAJpF87g5cp/ocf5w4ZA8o8/3FuXEtq2NTRnd+4MdOoEJCYCAFbsz8cTC+0HFe6ch66Og6fnuFrBlZwAxJNg1t3tl3M81HjY9ObAP6kPhYB3HyxclWtcj4ZITYj2mwccNfH+rS42tZNHpF4Y1UjWrGRfI2c3noEta3q0bqn9Rm+pUxVZr6/1uC+o1Kb9jzbdDDrjSi+jzalctD2Vi7anDqLN6UMSt04FtWubpkBEly5AkyZAiPw508v1AlOX25+e0t3z0NlxUOIcdzVjkTvkBFWeBGBStt9RgClnn6mRystbqYDk9PdelVvgtWBYSlo7876w/paNgwILA09ym5yblJLJmmMiQvHGvS0Uu+ipPeJcar/RXccvKJJD9K8Ll9Es/7ApiGx3MgfVrha7XX6PhIffHGDTpQvQrp0hj6QXqJUg3NFxUOLznrqtvqI3cznntqffAynbr8SDp1qpvLyRCkjqQ+E7aw5jzurDXsuCIffc9bdsHBRYGHiSXa5qMuXepJSspQgLCTHM7KIAb404l9LZ//u99qc3TLp0Du1OHkTbU7lodzIHjWcdd/pZd/z9o4bfq9XGjpR0/JKSgZ210nEmLtHUN1UpSjUvqp3k3nr9SnxeuYTOtlL3z7UbekxYkiPp3Mbf//fke6D2/g6GVD5S99G8zce8mgVD7rGrCLO4kXoYeJINVzWZ7gRrStZSXLx6XbEpDL05ZWKfDB16psbh1+9WIXTzRiQf2AXtrl+gmWD4/IF//3jLhchY7Ehpil9qNcXOWuk4mFQPN0LlXxKUPLZK9rVTO8m99fqV+TznN3Cp+yc7Jx8TlhxwOL0sYHlu4+//S1nW0fdAyf3t61Q+avWtlLqPnGUCUGPaWneOnbemz6Xgw8CTLEipydRGhcu+SUlJTC6HUrUrHs1UJATw66+GND/GObWPO6+NDAXQ1I1ySnGx+S2o0rs70Lkzfo6vh38sO2Yoptkyxlvn2w+0xP99udet0ezm61KyBkrpLg9Kn3PWLpRYpgBT4vOc3cAd7Z/8olI8vmA3nu7RAGO7N8Cq3AJZA3zkfJecLStl+0P+zmDhrK/zxP7piqUVcoeaA42k9PfWRoc5TO9kzt6xcDdg9uTcVbumm4IPA08ykVqTeWerGpLWZz23sKN+ju5QqnbFfD1Vrhaj7alctDmVi3YnD6JV/m83F/TSzDVGJ7RJf0+B2BTbU5rij/hagEaDx7qk4b8b8lyOiL0NwNwq8U6b9g+cKXKaqNsZpWug1Ojy4Kpvrafn4NTlueidcbM8np7jVaPD0KGu/cBTysCdN1cfxsJfTqDkWrmsz5bzXXK2rJT93b9ZMpbuL7D798aBVX0ydOid4Zs5v/2hv3fn+glYtj/f5bqsj4UnAbMn567aLQsUfBh4konUZuf31klLm2N9QeqTocNjXdLw4cY8t/N2Sq5lu34d2L3bUBO5YYOhNvKC7Qw2mQCOuVcUya5WisCOWunYUSsd21MysF/XAKVhkU5T8tjP8WeoCZIanLkaqftSv3QAsMnjGaIB+jXToWd6EhJjI3GhpMwmv6LSNVByujy0S4uXHJS46lu758QFt4Nve82Mjj5Pihl3NXO4HVIHf/x5qUzy55l/l37KsR8MmtNZfe/s1a452n5ttCFHqqOg05ov5vyW0ydWrf7eE/un41/L7GdiMGc9ba0SAbPcczcY+tySbzDwDBJK9ElSqsnE0QXJOCuJ7JhTCNQs/gttTh1E+5MHccelowidcFiRsrqlWbObo7Q7dUL2xVDZuQs1AF5ekoOr18pt5pp3FDC60x/V1Q38pX7peLZXY9PMRXXio/FwZirCK1mmL+qdoZN9fsk5J6Wee6tzC/DMV3st9kN8TDgGtayBnunJDmeVcRSA98nQoUWtqnjl+xycN2s6lzqHd0Fxqd1tXf98N1MOWNPMRXtPI+/cZfzx1xVcKrthWkdcZCW8emczp4GBWs2ZkwYYHj4cpZ0y93LfxqZtPHauBIu2n0BB8c1A17x2zXx/Hzt3BXNW/+7y++EsTZXatZ9y+8Ta+07JKaejc/KdNYdN55Qzg9vVRmiIBuV6gW1HC/HiNwcUCZh7picjNiIMW/84B0CDSiEazPn5sM/73FJwYeAZBJTqk6REk4mjC5J5U2HUtVK0PvMr2p3MMTVth+tv2F2f2s5Fa7Hj7+bsHbWa4lBiGspDQgFI24fleoEpn6+RHUwLGOaaf/qrfXY/y17A6FF/VCfCK4XgkVvrOl1Gbg2U3HPy2DlpMxh9vPmYzWvnS67hk83H8MnmYw4/w1n5+zW3bdrVC4GHPvrFZXle+e4Afs0vwg/78l3mgM1qbEhq/+ryg/ho481Ry8WlN/DU4j3IOX3RVAttTenmzGox4Xj1zgz0ydBh69FCSTVc/1yaaxGcW7OuXcusV800mYGU74e9wM4bid3lJr239/1yp5zW52R2Tj7eXC3tgTo1IUbyDFFSWwscbcOoLmk25zenzyRPMPAMcEr2SXKng7lG6NHw3Am0/TvdT4czuUgq+sumT2QogK0S1+mJ863bYXF4beyo1RS7ajZBcaQhZ6R5H8ie6clOZ/YBDDfm9c93s6n5s6ZUrkgpx0tq8OHrPldyz0kpN1wNDFOruhoMle9mXzzrIGCFhD52AFBSVm63qd7RthqmKD1ms7xewLQee8GnkgOl4mPCsPWl20znttQHFWdBJ2C/ds2d74exPGr3twTcS/pvr2+lp+U0lkOqY+dK7Ob5dMZea4ExOAbgcBv+uyEP7z7YStGpPKliY+AZwJQekBEaosG/uqXg3feWod75U2j413GM2v6t0sWWLK+qDjtrNsX2FEPfyJnP34nM+gkOly/XC/R3EFCa74/YyDCXN8PCkmvYdfyCy1o+pZpApRwvqaOGrUdbe5Pcc1LqDVcAsvoFe9IXz9mMR1LZ29ZrN/Qupyj9cGMenu3V2OaBx3zwhyc0AKbf2cxi/Uo+qFjXWrrz/UiMjfRafl05gbG9LkRKlVNOOXTaSCzafkL2A4i91gJjcKyNDnO6DVOXH1J8GlequBh4BjBXF6sQfTki847i8If5aHzxNHDokCH9z6FDQLH9mWx6/v2jtPKYGGxMbIztKYZm7QPJDVBWKVzS35ou+A5G/BpJ7QO59WihpM813jSd9d1S86ZtTUrwoRfAmIW7MTfENzOKyO2HKvWG2zcjGT9KGABj7zPkUqoW27ocn2895rLGVi+Az7ces9v1wTj4Y/IPBy36Vkpl3rxuTo20U8bvjpzvh3lg5638unIDY+suREqVU045Hmhb22L6SlectRYYX3KWvon5OklpDDwD0bFjwJw5qLtjLzbl5KJW8V/Ol/9Q+SIcTKxrCCL/Tj7+V2VDLUB0eCiuXCu3WLZKdBimD2qGqctzXd7cPOnELvXirRd6Scslxka67Lul5k3bnj4ZOrz7YCuMXbTHaRAjpzZIqcEb5XqBzUfOSVrWuI1Sj1m96jGyy+NubbTSA3mM6zt+/oqk5Z0tZxyU8s6aI7KCD+vmdXNKpzoDbgac7dLikRwXISlQNqZTCg3RqNaf2ZrUwNhR0K5UOaWW4+keDZGaEC1pWeDm9dTdLCLmfJ2v0xuDzMg7GHgGmPIrVxGalgYASPJwXeeitTgaXwtHq9XC0WopOFItBUer1cIro3ujT/Oa2Hq0EIM/3CZrndZBJ2B4mn5i4W7c1ri63doB46XjMRed2F1deKRevBfvOOX0fWPNy4WSMoxZuMdl3y1XuQurSEwI7Ww7zLf93KUyp0GnnBoKpQZvSB3oYGTcRqnHLLNuAr7ZfVpWgO9qPzq6eSndR9a4vjrx0gIG8+UclfepHg3QKLmyy31u3DLr5nVrjlLpxEaG4lKp7Xfa2eeZN0eHhmgwuF1tSYNmnu7RwHTOeas/s5QHR2dBu1LllFKO5LgIjO1e3zTTlBTJ2kj0zUjGJ3aa2eXyZd9xbwwyI+9h4OnA5MmTMWXKFIvXkpKSUFAgrblPDdk5+Xjxm/2Y1qgzbv9tk8V710IqmQWQtf4OKFNwJbUufp7Yz3RzNY4ydXazevG7g4iNisDZy/Kb85z5+VdDzWyIVbOPeXA5vk8TuzdaKRceqbWPzgZJGG/UcnJmusoVaUybUlBciqnLDjpM2eIsDZU7eSFd1VAoNXhDzqhg622UMpNLsjYSHepVk1wrJ2c/2rt5KVWLbV2OhzNT8eqKQ04fGkI0huWklNc2bZFtiiM5o4/tpfjJzsnH/K3OZ+My317AtnUiNUFabbX5clLPC2c5JKU8ZEhJ6O4saFeinFLLMfmOpggN0eCWOlURHxPu9DpWJSoM7z7UGh3qVsM7azxLPefrfJ3eGGRG3sXA04mmTZti9erVpt9DQ0N9VpbsnHw8/nffvrGDXsRYF8ubRnHf3VpWnyTAUEP50Me/ID4mzIMSO2Zs9hnZKdUm96K9tDdSLzxKNBkmxUVg8h1NZU8L6ipZu3GbosJCTH00pXQpkJvqxZyzGgqlBkXIGRVsbxul3HCNy0tJcG1cxwNtU7Bs/xnTcXA0jaS9m5dSTc/mTceAIW3VbU0SsSr3rMO/ua1JIsIrhcg6582/L2O7N/CoOdJ8fXKCTsBxkCu1puzYuZtdDOScF/bIqSFz9eDoLKjxtJxSylE1Jgx3tqwJbVQ4Vuw/g6nLDzkMOo2fMvPuZuhUPwHleoFF20+4/Oyq0WG4cOW63+Xr9NYgM/IuBp5OVKpUCcnJyb4uBsr1ApN/kDfK1tFFU04/HWfJlM1JTbZtZLxgfL3rFK6V65F7pshu0nJA/oXH0cU7PiZM0vY80LY2+mTo8P3e05K2xXpaUFdN23Jucu6kegGk1VAoNShCzkAcR+eknH1iHuCvzi3Akr2nLY5rTEQo9AIWTbvJcZEovW5/GklHNy+ps7jY69PsSLleIOe0/UF9Rjmni3Hthl7yOQ/AJtBUYgCInPQ+MeGh+O/DbdChXjWH2Rik9PNcvOMExnav7/IYODqPjDWcq3IL7DYtO6shc/XgaP052/4o/HuQokBm3QS8+2ArRWb3Mi/HqtwCfLf3DM6XXMPHm4/ZHZVuzfozt/1RKKl/7fCOaXa7bvg6X6e3BpmRdzHwdOLw4cOoUaMGIiIi0L59e0yfPh1169pPtF1WVoaysptf8GIHo8bdYWymlWJst/roVD/B4UUzoXKEYuUCDP2y2qTGS0q2bU7AkDh7wTbD0/irKw7h0VvTbHIYunPhsXcTKSguxdNf7nVZrjk/H0ZjXazkWppzl8rw/d7TsmqXpN7k3BldLbWGQqlBEVLXM7ZbPTzds5HsmVzsLW8M8DPrVcOE/ummm/RXO0/hcpntRASuvjuObl7WZUqoHAG9XuCXvPMABNqnVsPz3+x3GHhaB7TbJCRqzy8qxYRv90s6599ZcwSLd5xQpd+bnHMvrFKIw6ATMByvB9rWxpyfnTf5SjkGjs4LKd1RXNWQSXlwzM7Jx4vfHrDos/3O2qOmAZRVY8I9HvwSGqJB0dVrmLf5mKyHzviYMIvcw4auWQck/W1qQrSs76C3eGuQGXkXA08H2rdvj88++wwNGzbEn3/+iWnTpqFjx444ePAgqlWzvTjNmDHDpk+oUuR8qRokVXZ+8VRq6DWAUV3S8FSPhijXC8kjVx1xlEDb3QuP9U1EagolwHBjWv98N0k5M6cuP2T6Xc5NX8pNzp2LqdQaCqUGRUhdT6f61V3ewOztE1f99Iw3aSUGT9jb3/bKdGvD6gAM55SzoNYYIH66OQ86bSSe/3q/pHJ8vVtabbu9Ue1K9XuTc+5dvHLdaY1Tdk4+Pt1yzO3PdfVdkdMdxZMaMvPuTtaMAyjfH9LaYrYqd7jb0nG+5Lop97DcLjrG77HcGcrUFiiTZpA8zqdlqcD69u2Lu+++G82aNUOPHj2wfPlyAMD8+fPtLv/SSy+hqKjI9HPy5EnFyiLnS+Vq2XMlyg0Y+mFfPsr1AqEhGky+o6ki6/xwYx6u3biZ7kjpUaNS5BeVYtfxC6YZPRyFS9aDRIw3/ewcabPeuCJ12yf2b4K3HmiJRY92wKYXuksKOIz7w9G2aWAIpF0NKFBqPfZk5+Sj86w1GPzhNjy1eC8Gf7gNnWetsdi/cmd8cUbuzUtqcDZ1+SE8sXAPSiQ2yXvCeEpOWZqLcldJQ51Qal8YAyCpXXHkfq67QZrchzqp3Z0m/3DQo/0OeJZH9uylUtn9rl19P8v1AluPFuL7vaex9Wihx9snh5rXF/IdBp4SxcTEoFmzZjh82H5zUUREBOLi4ix+lGLoI+X6gpwcF+HyC6jkk6Gx5gAwNIm9P6Q1qkR7NiDJmEDbSKkLj3EQgFRnL5Wa+pglWwWsjirulLrpG0nd9uGd0jCwZU1kOmnutBYaosEdLXROb05SBhSY71frJT0ZmGAMWKxvwNbBvVLJ3t25eflrLYt5rZ675DyoAY5TVykZANnj7vGXe+ykdncqKC7zaL8DnjUbJ8ZGyt4nrgZpuXr4U5Na1xfyLQaeEpWVleHQoUPQ6bzfydpQo+g6aDKm23DGVTAjl/lFsk+GDrte6YkvHmmPsd3qoW+GYfCD3M8yT6Ct5IWnT4YOT/doKKkMxhtTnwwdNr3QHYse7YC3HmiJif2bSMqhaRx84EktgZoX3eycfPzXzhzjRo91SZPcVOsoQE/WRrrV5OtqQBlwM7hXqm+XO/tR6e+SPY6OuxSe7Bvjuefq85wFjO4GQHJq2ORuo7sBrpzP8VZSe2tVosLQLi1e8udXiQ5z+v2U+vCnNqWvL+R77OPpwHPPPYcBAwagdu3aOHv2LKZNm4bi4mIMGzbMJ+Ux1ihad2wHDBeQmXc1k9y3UMlZSqwvkqEhGnRqkIBODQxzqruTg9I60baUPJlbjxZK6hA/tnt9LNp+3GF/VHsjws37PUkd7f7I/B0ovX6zy4C7gz48SfVizdhfsqDoKqYuP+T02P+wLx/j+zSx2Y+O+ly6MzDB0brkDChTotbx6R4N3bp5qTHjj3W5rAcPJWsj8UDbFEkJ2T3dN8Zzz941B3D98FNQdFXS55hfv+QmCk+IkT5Y0ll5lZqcQu6y9ribR3ZEp1SEhmgkf/67g1ubrtPW/C2NkT8OfCL3MfB04NSpUxg8eDDOnTuH6tWro0OHDti2bRvq1KnjszIZv3zWqTycjSh1tB4pqWJckVJzYH7ByL94Fc/+b5/Ti6l5Am1H6zG/8KzKLbBJiO/sRmXsjyonl6Y5qRd186AT8GzQhxIXXbkPAPYGYLgKCuQMTHC2rrIb0qY0PXupFLc3rwGdNtLt87hqdBjGdq/v1t8Cyn2XzBkffsZ2r2+aqcb8uAPA4h0nPU5aLsXNKToPY97mYxZ9NZ09/GTn5FsMvHPGGAC5lShcRtxhng/T2DfdWFYpk1Mkx0W6bG6X0t3JFXceaAzncQNTWZ19J4znRwcP0qT5Io2Rvw18IvdphFBiFleyVlxcDK1Wi6KiIkX7eyppxf58PLHQ/ihNVzSAW0HUjBW5ptHr9ozqYptSyRFHNypT8nwXzUjuTMFmnPnJnVltjBf8TS909+qTurtJ6N96oKVphK4n+1pqeYzrGtejgaQavUWPdnBrBK+5RzqlYuIAzwfGlesFPt2cJznYckTq/jRuM2D/4UmNJkipc2VLPR7m3wcATmdUc/Td+X7vaTy1eK/LssdEhKKk7ObgruS4SFP3JanntbNR7UbvK7jfpT4s2rsWu7rOPtIpFT2sJu8wJ3W/ml8jgkkg3L8DGft4VlDleoGpy90bDazzoG/NS/3SMapLms0AnRCNvKBTTj9Ae6z7bkodEe6s36UrSgz6kMvdUb/AzdpdT/e11PIYX1u0/QSS46QPKDPWOsoZDGPUI12ZCSJCQzQY3inN4z6fUvutebvfm9SgU+75ZmxdkFPDZk5qC4R50AkYcrs+vmA3Xvz2gOTz2tkAyirRYYoGneV6AW1UOMb3boSJ/Zvgzftb4ukeDW0Gmdq7Frvqvw0AH28+5nSgENMYkZrY1F5BSe34/3CH2qb/t0ypihpVopw280q5Qb3ULx3P9mqMz7cew/HzV1AnPtrhzEXull9KU5C7TTeeNq96I9mx8ThsPnLOrST05k21Sja7SVlXQXEZnu7REHNW/y55Cj/z7ggFRVdx7nIZ3ll7FEUO0vhoAMTHhOPMhSv4eGMRqkaH48KVa4iPCUey9uY5LjXgAuQ3kVaJDsPwzFS0TYvHuctlSIyNxC11qmLX8QuSJiXok6FD98ZJHn2PpJDTOiD1uhIfE4bpd97sl+5uvl53+0Ma2eu7amQ8r99c9Rsy6yUAAii7oce7g1tDL25OJOBOdydnnO3vzS92d3o+yg38HXVjUGoOeiJ7GHgGODk3RnNSL/RtUuMlN6XIuUGFVwrBI7fanwVKyjb5ekYLY6AzesFOrHQy97Y9atcSuDOgy8heYKfkvpa6rtSEaNmDqqwfJFLio+02Rxt/Lyy5hmcdJHXXaSNxRwsdftiXL6s7hqOHEp02EhP7pzud2SY7Jx9Zr6+V/Hn2jvNHm/IUneJQbr9Lqcd34u1NLf5O6oxq1suZB/tqeWftUbyz9qjFa67OA3evy271czUjN5OAo4FCSs5BT2SNgWeAKtcLvLPmCD7Z9AeKSm9OE5gcF4HJdzR1eeNRuinF0wum+XqkBK/+0BQUGqJB+7RqkgNPb9QSeNLfEbAf2Cm5r+WsK7NeNY8GVXlSM51fVGq3j5yU89mdwWByvz9Kfd+ccWdks9Tja5OXWOoJa2e5Phk6PNYlzWmfRqU528+e9B/3dCS5Ow/azqaMVSqjBpE5Bp4ByN58wUYFxWV4fMFul/2NlGxKUSr1hpybqb80BT2cmYpXVxxymtvTnJq1BO7256waXQkPtq8DDQw1hh3qWjaXK7mvpTSNhmiACyXXAHg+ktWiCb64FFOXHcT5Emmz6Ngj9XyWU2653x9vpbqR2sVi29FCU1oed88VqTOq2VuuXC/wwz7v5JQ0crSfPXkgUKJLiycP2vaCVqYxIjVwcFGAMY6sdNY3CQBe/PaAxWAP66TMAJwmJxcAHmibgmX7z7hM4uzuwABzcgew+MuMFuGVQvDorWkul/NkQJZU7s7iohfAu2uP4p21R/DQR7/YDDhQcl9LmUFKL4AnFu7Gv5YelJx831nScWMQmBwX6VHQaSRnkJiUZOhyvz9KfN+kkFp7NmbhzWTirgbfGa4rtW1e96RWXYnZq9y5SljvZ1fXMAHng/CU6NLiyaQGCZUj7J6rxu+P3NnRiBxhjWcAkTMv9cUr1001Ec6afuw1pWj/HrVpntLGWVOREhdMd572/aUp6KV+6dALgY82HrPsC6UBujeqjn/cWs8rtQTu9mctunrD4nd7tTNK7us+GTq8+2ArjF20x2lN8Sebj+GTzcdcNlNKbdpUur+vq/UpXS7jct7q33zs3BXXCwG4ePW6xfniqovDm6t/x/ytxzBtYAb6Nfe8BcOT7awSHYbpg5ph6nL387AaP19KAOysxlKJLi3u5ADVwLAfnv1qr8XEGu5OekHkCgPPACL3yX7rH+dwqey6y6afTS/cHCl57NwVzFn9u93lH1+wGyM7paKnVf43JS6Y7t5M/aEpKDsnH8v2F1jss9jISph+ZzMMaFHDa+VQqj+ro2ZEJfd11ZgIyd0TXPWnk9q0qXR/X2frU6NcxuW80b+5XC+waPsJWX9jfr6YJ563l5P1fMk1PLFwN0adMqRQ82QwiyfbeX+bWujXXIfeGcmmLBDvrD0iax3Gz5d6DVuVW2A38FSqS4ucvs3GfX3BXrctBfsLE5ljU3sAkftkLwQkNV8DQGa9ari9eQ0s3nHC6fKfmOV/W7E/H1uPFqKg6CriY8Il5120x5ObaWiIBu3S4pEYG4mzlww1Cu7Mje4OR/MZXy69gf9btMdr8xkDys4d7qi5VqlmN1czwFiXBbBtppTbPcO4fzzl6nx2t1xSvz9yl3eHsU+sVI7Ol8U7Tjr9uw825GHF/jMA3M9N6sl5/8O+fNMsRpn1quHpng1lnSPmMxVJvYZ9v/eM3euTkl1a7OUpfu9B21y3ydpIu3lJAfk5eomkYo1nAJH7ZF8lOlxS8/XkH3LQunZVnC+5JmtKRSmzHkm9YHrytO/uKFJP+Wo+Y0epWtSYO3zzkb9UqUk+f1naYBIje10t5HbPMN8/7u4bKeezJ+WSUtsnZ3m10605+zupLTSvfJ+D3n9PuepOrbon5731ORUaosEdLXSSR8iX3tBjVW4B+mTo0C4tHvExYS77EReWXHPY3K5klxZ7A9yMNbvGfavXCzz08S8O1yEnRy+RVAw8A4irOXjNVY0OQ0LlcEnr/XzbCXy+TV6zmlRVosMw465mLi+Y7ja1eSOtjCO+mM/YVZDt6MZVJTrM5YA0e8zzFyoRzBsDoWOFJW79vXlg4073DKnNkI7yeEoJAJQsl6PPk7K8Jw9k7jZfm/+d1P1wvuS6TfAn9/viSeos83LKHSF/8cp1PL5gN57u0RBju9fHnS1r4uPNx2R9pjU1uw9Z79vv956W9HfemPSCKg4GngEkNESDif2b4ImFe1wuO+OuZtBGSQs81WSv75A1YzBSdkOPcT0aYNH2Exad3B3dfH1V42ik5iAPezVVq3ILJAXZ9m5crmo2pPA0mPcksb3RuUtlpqZRd7tnWM9ydL7kmsOZi8b3aSI7AFCiXFI+z9ny7j6QGc+7guJSSbV3RvZaJOQEr1K/I85qcK33x7lLZZi6/JDLdZqfU+6OkH9z9e9YtP04BrerI2l5V/vG0zRiUvlDPmSqeBh4BpDsnHyXF9L4mHBMG5iBPhk6lOuFR9PJKcFV8GcvGEmOi8TTPRoiNSHa6c3XFzWO5tS6aNvfJxEovaGXHGRb37iM/eg84Ukwv2J/vqSuGa5MXX7INDtPz/Rkt7tnSL2xuxMASGmZcNQHU+7n2Vve3QcyTx8MrFskDE3P4Tj/d05WZ6R8R6TU4Jrvj3K9wEeb8lxe/8zPqbIbepflcKSguAxzVv+OKtFhKLpyPSCmmvSXfMhUsXBwUYBwNIjF2vmSa5i6PBfZOfkuc+p5g7Ocgo626c/iUsxZ/TsiKoU4HcDi62kz1Rjk4WifFBSXSZpX2t5+LtcL/GuZ65ofKdzJEbli/xmMXaTclIbGWrtVuQV+kcvVmrGfoDN3tNCpVi538nxKvb7YE6IB3n2wlU0NamiIBtMGZrj8eynfEYffi7/PBXuD+ORc/4zrkZpCyhljVyF/Oicd8Zd8yFSxMPAMAHJnpDG/GBv7PmkdjFz0FuvgT+7IX3t83Uyk9EXb3ZmHzNkLsuWMUL6zpbT0T1KD+eycfDyx0Hm+Tmuudpf5+dEzPdmtkdBqktJP0DiaWg1yH8g8Pe/0wpAey55+zXUY1cXxBAsauP6OeHKtcDRS3tF6Fu84geS4CLcf1I2piZ7u0cCvzkln3M0mQOQuNrUHALn9jqyb07o3ToIGB1QrnxQJlS1vTEo0k7vbTOTuSF97HA1qiImohH90TkPP9GTJ61JiBhZ7QbacGt+aVaPc/hxrciY8AIChmXXQN0OHW+pUxedbjzntVmJ+fvhDLldzniYS95TcBzIlzjtn59hL/dLRolYVvPJ9jkWfUakDnTy9VhjPj08350k6p57u0QBzVh/2KDNEakKMRX5ktc5Jpa5l/vYdouDGwDMAuNNUbLyIvrPmCOZvPSZpkI+anv1qLybf0dR0k1GimdydkfBqpF7qk6GDXi/w/Df7UVJWDgC4XHYDc34+jE+3HsPMv0f1u7pJeNIlwFlfLDk1vpl1E/DN7tNu9fmy3j69ELICmmox4abAISHWfg2aNeM+89ZgDHOOjqe/dAGRegyVKIerc6xf8xronaFTNbWTq2uF1HMqNSHG7RHyRomxkab8wsZt3p53XtFgTulrmS++Q1QxMfAMAJ40Fb+5+ncFS2IwsX8T6LSRmLr8kOQL85/FZRajaZVqJpeThkbp1EvGwGNVbgE+cZBCxZhuZVSXNJvUPNY3CXePs6tm/XZp8UiOi3TZ3J4cF4EO9aqZgnk5n2PvJlglSl73jjdXH0aj5FhFzw+1OLvp+7rsch/IPCmHnMEn7gY2Su1POevJrFfNpgbwQkkZJnyX47Svtfn+cDRIcHC72khNiJEUfDt6uPFlGjkiTzHwDACuajC8xXhRHd4pDaEhGosajGPnSrDwlxP485L9xODWzf9KjqaU0kzkSeolR6mN5NSI2EtIbX2TkLJPtNFhiKwUahFEusotGRqiweQ70vG4nWDS3OQ7mpq2XWsn76ejnKyOboIXr8qrZVfr/FCaq5v+uw+28nnZ5TyQuXt98dbgE0+yBNhbj9TjYh0oZ+fkS8qFO2lAuuPUZ8VlFlOIOquhdPRwM7F/OqYu910aOSJPMfAMAGrMSCOXoxlUzC/MberEy5oFw925me1xVZvibj8xuzV5biZjt/eZ1jcJV/tk5l3N3OqL1SdDh/eHtMaL3x6wG1AauwM4CqoA+zlZlRgQZST1/DAu2+/vWVi82RdNygPM1OWHMLF/OsYsVObcdpfUfntSzrvH7NTYuzObjjukzCYkJUuAJ/PBS+mvHKIB3hncGj3Tk9F51hpJ3wlHNZTOHm5cpSXjbEPk7xh4Bgg5M3OoEZxKucmcK5E2DaKxL5aS08NJ/Uw5yzmsyVOwv6z1TULqPnHnhmIMRLb9UYitRwsBCGTWTUCHv1NWuQoi7dWkKDEwxZqr8yNEYxhJ/fHmY/h48zGvTI9qJPUBpmpMuNfObWekNm9LOe/cSaavBKlZAsb3aSLpAcyd4yLlPDeM7g+X9Z2w9/ApZRS/FPYyiXDwEPkDBp4BxF4NxoWSMpu+lsnaSDzQNsWiSccdE/s3QUJshOIzthw7d3O6RG+NppTbT0zJmjwprKdPVHPKvE71E9CpfoLNe3JqhY2DJn60kz/RnipRYZKb3s2Plfm+MPaltc6a481+bXIeYAa2rOn0OPpbIODqvPPV4BOlswS48/1Sc8CY9cOnUg9z5t8jNQZVErmLgWeAsXfxtzdaFAAW7zjpVr9Q676cUkntK2Y+iMTRNilNbv8uNWrynLEOjH1xk5d601yVW4Bnvtora/+8+2BrQAOM+WK3wwDUUd9H4+jgZ77aa/fvvNmvTe4DjKPj6K+BgDvnndoBtBpBn9zt9MaAMWP5Pc0yYP094kAk8jdMIB8EjBfRgS1rmmb68WTWIgH3+qCZf6YzxiBBrQTa9shN9q5Wqhtr7sxupBapN81PNh+THHQat69DvWroVD8BM+9uBg3kJ9x3ZzYeNSgxW5U7s/D4q+ycfHSetQaDP9yGpxbvxeAPt6HzrDWKbEO5XmDr0UIc/vOypOXVzHAg57i7WtYRY/nlbIer75ESE3UQKY2BZxBzNCOFq3iyanSYrMTn1p85rkdDp8t4K0iwJmeGDm+m6fGXKemk3DDlFNNeMCnnGBgDj+/3nsbmI+ckfabaDwyezlYVTIGAmgG0eUD7ztojTpf1xsObnOMu96HfuvxSg9z3Hmzl8nvkLw9sRObY1B7krPsznbtU5nT2DsAwetmTEZGpCdGSlvNWraI5qf27PElh1S8jCeGVQvHd3jMulx3Xo6HfNHO5GvUrAFlTXzoasCHlGNhripbCGw8MngyKU2LGLn/gSXoyV5xlVrDm7SwBUo57uV5AGxWOkZ1SsWTvaYvZmqw5yhYiZfR9nwydy6T8vp7MgMgeBp4VgHl/pu/3npb0N55ciDzpD+WNARdS+ndJCcKs0yoZ++gBwIvfSJuiVGqQ7i3Obq79MpLxsYNE+eaMU186O3bOjoGcwMPI23k93R0AFiyBgFoBtNxBfd7OEuDquNt7YKoaHYYOdeMBaLDtj0KLtGTOHs6kBLmurmW+nsyAyB4GnhWMNy5E7ib/9rcBF64u/vZuQI4SRzvijxd8RzfX7XnnJQWefTN0btfWuZNNwJu1XubcGYgTLIGAWgG01EF9Y7vVQ6f61X2SCcDZgDF73/0LV67jx5w/Tb/Hx4RjUMsapokSHJVfiewW/jwRA1VcDDwrGG9ciNydQ90fR166uvib34DkBE3+fsG3d3P1xrnjTjYBb9d6eSJYAgG1AmipgWqDpFi/6oog57t/oeQa5m0+JimI9DS7hSdJ84nUwsFFFYyngyOkkjuIxJ8HXNjLGmCP3KAp0C743jh3XM0nbzSmWz289UBLLHq0Aza90D0ggk7Ae98/tSkxut+eQK0Rlps0HvDeNU3OtZjIG1jjWQF5a8YgqU1F7vYX87cE3FJra8ynqAw0ap875y9Lm/0qPjoctzevge1557Fs/xmnx9/ReeKr88ebM3apRa2atECtEZbbpcDb1zRvTdRBJAUDTxfee+89vP7668jPz0fTpk0xZ84c3Hrrrb4ulse8dSGS0lTk7nSW/tQfFJBeC/Pu4Nbo1MB25qBAoea5Ex8TLmm5UxeuoPOsNS6Pv6Pz5I4WOpu5x715/gRDIKBGAG0MaB9fYH8+cndzDKvN3RpYb17TfDXzFJE1Bp5OfPnllxg3bhzee+89dOrUCR988AH69u2L3Nxc1K5d29fF85i/XIjkNq/5a39QqbU1Hfxgn3tKrXMnWRslabl5W47bvGZ9/B2dJ/lFpfhgQ57Lv1ebv3z/PBEMAbQS3E2/5u/XNCI1sI+nE7Nnz8YjjzyCf/zjH2jSpAnmzJmDlJQUzJ0719dFCypy+ov5c3/QYOm/50vt0uKRHBfh1t+aH/9rN/SyR8f7+vwJVFL7QEth/H474otZz6TwJGm8P1/TiNTAwNOBa9euYdeuXejVq5fF67169cKWLVtsli8rK0NxcbHFD0kjJ2Dz95k42JHfM6EhGgxu535rgvH4f75V+rSe9v6eM7n4hr9/v51x9N23FmjXNCKlsandgXPnzqG8vBxJSUkWryclJaGgoMBm+RkzZmDKlCneKl7QkdpfLBAScLP50TOpCTEer+P4+Sse/b2/J3APVoHw/XbG+rt/7NwVLNp+wiJbQyBe04iUxMDTBY3GMlgQQti8BgAvvfQSnnnmGdPvxcXFSElJUb18wURKwBYo6VaCof+eryhx7OrEezYjlK/Pn4oqUL7fzlh/98d2rx8U1zQipTDwdCAhIQGhoaE2tZtnz561qQUFgIiICEREuNc3jW5yFbAFaroVks7dgRrAzeP/cGYqPtqUJ3sdPH98Kxi/37ymEVliH08HwsPDccstt2DVqlUWr69atQodO3b0UamIA3iCn5Rj7Oy9SQPSEV4pRNZgD+u/5/njGxXx+10Rt5kqNgaeTjzzzDP46KOP8Mknn+DQoUN4+umnceLECTz++OO+LlqFxgE8wc/ZMX5/SGu8L+H4O1qHThuJUV3SoOP545cq4ve7Im4zVVwaIQRzNDjx3nvv4bXXXkN+fj4yMjLw5ptvokuXLi7/rri4GFqtFkVFRYiLi/NCSSsef5u5iJTn7BhLPf7+NnMRSVMRj09F3GZ/xPu3uhh4qoQnLhERUeDh/VtdbGonIiIiIq9g4ElEREREXsHAk4iIiIi8goEnEREREXkFA08iIiIi8goGnkRERETkFQw8iYiIiMgrGHgSERERkVcw8CQiIiIir6jk6wIEK+OEUMXFxT4uCREREUllvG9zYkd1MPBUyaVLlwAAKSkpPi4JERERyXXp0iVotVpfFyPocK52lej1epw5cwaxsbHQaDQer6+4uBgpKSk4efJkUM8dy+0MLtzO4MLtDC7cTvuEELh06RJq1KiBkBD2SFQaazxVEhISglq1aim+3ri4uKC+QBhxO4MLtzO4cDuDC7fTFms61cNQnoiIiIi8goEnEREREXkFA88AERERgUmTJiEiIsLXRVEVtzO4cDuDC7czuHA7yRc4uIiIiIiIvII1nkRERETkFQw8iYiIiMgrGHgSERERkVcw8CQiIiIir2DgGSDee+89pKWlITIyErfccgs2btzo6yJ5ZMOGDRgwYABq1KgBjUaD7777zuJ9IQQmT56MGjVqICoqCl27dsXBgwd9U1g3zZgxA23btkVsbCwSExMxaNAg/PbbbxbLBMN2zp07F82bNzclZ87MzMSPP/5oej8YttGeGTNmQKPRYNy4cabXgmFbJ0+eDI1GY/GTnJxsej8YttHo9OnTGDJkCKpVq4bo6Gi0bNkSu3btMr0fDNuamppqczw1Gg3GjBkDIDi2EQBu3LiBV155BWlpaYiKikLdunXxr3/9C3q93rRMsGxrwBPk9xYvXizCwsLEhx9+KHJzc8VTTz0lYmJixPHjx31dNLetWLFCvPzyy+Kbb74RAMSSJUss3p85c6aIjY0V33zzjThw4IC4//77hU6nE8XFxb4psBt69+4t5s2bJ3JycsTevXtF//79Re3atcXly5dNywTDdv7www9i+fLl4rfffhO//fabmDBhgggLCxM5OTlCiODYRmvbt28Xqamponnz5uKpp54yvR4M2zpp0iTRtGlTkZ+fb/o5e/as6f1g2EYhhDh//ryoU6eOGD58uPjll19EXl6eWL16tThy5IhpmWDY1rNnz1ocy1WrVgkAYu3atUKI4NhGIYSYNm2aqFatmli2bJnIy8sT//vf/0TlypXFnDlzTMsEy7YGOgaeAaBdu3bi8ccft3itcePG4sUXX/RRiZRlHXjq9XqRnJwsZs6caXqttLRUaLVa8f777/ughMo4e/asACDWr18vhAje7RRCiKpVq4qPPvooKLfx0qVLokGDBmLVqlUiKyvLFHgGy7ZOmjRJtGjRwu57wbKNQgjxwgsviM6dOzt8P5i21dxTTz0l6tWrJ/R6fVBtY//+/cXIkSMtXrvrrrvEkCFDhBDBezwDEZva/dy1a9ewa9cu9OrVy+L1Xr16YcuWLT4qlbry8vJQUFBgsc0RERHIysoK6G0uKioCAMTHxwMIzu0sLy/H4sWLUVJSgszMzKDcxjFjxqB///7o0aOHxevBtK2HDx9GjRo1kJaWhgceeAB//PEHgODaxh9++AFt2rTBvffei8TERLRq1Qoffvih6f1g2laja9euYcGCBRg5ciQ0Gk1QbWPnzp3x888/4/fffwcA7Nu3D5s2bUK/fv0ABOfxDFSVfF0Acu7cuXMoLy9HUlKSxetJSUkoKCjwUanUZdwue9t8/PhxXxTJY0IIPPPMM+jcuTMyMjIABNd2HjhwAJmZmSgtLUXlypWxZMkSpKenmy7owbCNALB48WLs3r0bO3bssHkvWI5n+/bt8dlnn6Fhw4b4888/MW3aNHTs2BEHDx4Mmm0EgD/++ANz587FM888gwkTJmD79u34v//7P0RERGDo0KFBta1G3333HS5evIjhw4cDCJ5zFgBeeOEFFBUVoXHjxggNDUV5eTleffVVDB48GEBwbWugY+AZIDQajcXvQgib14JNMG3z2LFjsX//fmzatMnmvWDYzkaNGmHv3r24ePEivvnmGwwbNgzr1683vR8M23jy5Ek89dRTWLlyJSIjIx0uF+jb2rdvX9P/mzVrhszMTNSrVw/z589Hhw4dAAT+NgKAXq9HmzZtMH36dABAq1atcPDgQcydOxdDhw41LRcM22r08ccfo2/fvqhRo4bF68GwjV9++SUWLFiAhQsXomnTpti7dy/GjRuHGjVqYNiwYablgmFbAx2b2v1cQkICQkNDbWo3z549a/PkFiyMI2iDZZuffPJJ/PDDD1i7di1q1aplej2YtjM8PBz169dHmzZtMGPGDLRo0QJvvfVWUG3jrl27cPbsWdxyyy2oVKkSKlWqhPXr1+M///kPKlWqZNqeYNhWczExMWjWrBkOHz4cVMdTp9MhPT3d4rUmTZrgxIkTAILr+wkAx48fx+rVq/GPf/zD9FowbePzzz+PF198EQ888ACaNWuGhx9+GE8//TRmzJgBILi2NdAx8PRz4eHhuOWWW7Bq1SqL11etWoWOHTv6qFTqSktLQ3JyssU2X7t2DevXrw+obRZCYOzYsfj222+xZs0apKWlWbwfLNtpjxACZWVlQbWNt912Gw4cOIC9e/eaftq0aYOHHnoIe/fuRd26dYNmW82VlZXh0KFD0Ol0QXU8O3XqZJPe7Pfff0edOnUABN/3c968eUhMTET//v1NrwXTNl65cgUhIZYhTWhoqCmdUjBta8DzzZgmksOYTunjjz8Wubm5Yty4cSImJkYcO3bM10Vz26VLl8SePXvEnj17BAAxe/ZssWfPHlOKqJkzZwqtViu+/fZbceDAATF48OCAS3sxevRoodVqxbp16yzSmVy5csW0TDBs50svvSQ2bNgg8vLyxP79+8WECRNESEiIWLlypRAiOLbREfNR7UIEx7Y+++yzYt26deKPP/4Q27ZtE7fffruIjY01XW+CYRuFMKTEqlSpknj11VfF4cOHxRdffCGio6PFggULTMsEy7aWl5eL2rVrixdeeMHmvWDZxmHDhomaNWua0il9++23IiEhQYwfP960TLBsa6Bj4Bkg3n33XVGnTh0RHh4uWrdubUrJE6jWrl0rANj8DBs2TAhhSH0xadIkkZycLCIiIkSXLl3EgQMHfFtomextHwAxb9480zLBsJ0jR440nZvVq1cXt912mynoFCI4ttER68AzGLbVmNswLCxM1KhRQ9x1113i4MGDpveDYRuNli5dKjIyMkRERIRo3Lix+O9//2vxfrBs608//SQAiN9++83mvWDZxuLiYvHUU0+J2rVri8jISFG3bl3x8ssvi7KyMtMywbKtgU4jhBA+qWolIiIiogqFfTyJiIiIyCsYeBIRERGRVzDwJCIiIiKvYOBJRERERF7BwJOIiIiIvIKBJxERERF5BQNPIiIiIvIKBp5ERE6kpqZizpw5qqy7a9euGDdunCrrJiLyRww8iShoDB8+HIMGDXLrbz/99FNUqVLF5vUdO3bgscceM/2u0Wjw3XffuVdAIqIKrpKvC0BE5M+qV6/u6yIQEQUN1ngSUYUwe/ZsNGvWDDExMUhJScETTzyBy5cvAwDWrVuHESNGoKioCBqNBhqNBpMnTwZg2dSempoKALjzzjuh0WhMv9uraR03bhy6du1q+r2kpARDhw5F5cqVodPp8MYbb9iU8dq1axg/fjxq1qyJmJgYtG/fHuvWrVNwLxAR+RYDTyKqEEJCQvCf//wHOTk5mD9/PtasWYPx48cDADp27Ig5c+YgLi4O+fn5yM/Px3PPPWezjh07dgAA5s2bh/z8fNPvUjz//PNYu3YtlixZgpUrV2LdunXYtWuXxTIjRozA5s2bsXjxYuzfvx/33nsv+vTpg8OHD3uw5URE/oNN7URUIZgP4klLS8PUqVMxevRovPfeewgPD4dWq4VGo0FycrLDdRib3atUqeJ0OWuXL1/Gxx9/jM8++ww9e/YEAMyfPx+1atUyLXP06FEsWrQIp06dQo0aNQAAzz33HLKzszFv3jxMnz5dzuYSEfklBp5EVCGsXbsW06dPR25uLoqLi3Hjxg2UlpaipKQEMTExqn720aNHce3aNWRmZppei4+PR6NGjUy/7969G0IINGzY0OJvy8rKUK1aNVXLR0TkLQw8iSjoHT9+HP369cPjjz+OqVOnIj4+Hps2bcIjjzyC69eve7z+kJAQCCEsXjNfr/V79uj1eoSGhmLXrl0IDQ21eK9y5coel5GIyB8w8CSioLdz507cuHEDb7zxBkJCDF3bv/rqK4tlwsPDUV5e7nJdYWFhNstVr14dOTk5Fq/t3bsXYWFhAID69esjLCwM27ZtQ+3atQEAFy5cwO+//46srCwAQKtWrVBeXo6zZ8/i1ltvdW9DiYj8HAcXEVFQKSoqwt69ey1+qlevjhs3buDtt9/GH3/8gc8//xzvv/++xd+lpqbi8uXL+Pnnn3Hu3DlcuXLF7vpTU1Px888/o6CgABcuXAAAdO/eHTt37sRnn32Gw4cPY9KkSRaBaOXKlfHII4/g+eefx88//4ycnBwMHz7cFAQDQMOGDfHQQw9h6NCh+Pbbb5GXl4cdO3Zg1qxZWLFihQp7iojI+xh4ElFQWbduHVq1amXx88knn2D27NmYNWsWMjIy8MUXX2DGjBkWf9exY0c8/vjjuP/++1G9enW89tprdtf/xhtvYNWqVUhJSUGrVq0AAL1798bEiRMxfvx4tG3bFpcuXcLQoUMt/u71119Hly5dcMcdd6BHjx7o3LkzbrnlFotl5s2bh6FDh+LZZ59Fo0aNcMcdd+CXX35BSkqKgnuIiMh3NEJK5yMiIiIiIg+xxpOIiIiIvIKBJxERERF5BQNPIiIiIvIKBp5ERERE5BUMPImIiIjIKxh4EhEREZFXMPAkIiIiIq9g4ElEREREXsHAk4iIiIi8goEnEREREXkFA08iIiIi8goGnkRERETkFf8P37836MnWc4UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on the Northern Hemisphere\n",
    "x_values = northern_hemi_df[\"Lat\"]\n",
    "y_values = northern_hemi_df[\"Wind Speed\"]\n",
    "# Call the function.\n",
    "plot_linear_regression(\n",
    "    x_values,\n",
    "    y_values,\n",
    "    \"Linear Regression on the Northern Hemisphere \\\n",
    "                        for Wind Speed\",\n",
    "    \"Wind Speed\",\n",
    "    (40, 35),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "fc07b46c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on the Southern Hemisphere\n",
    "x_values = southern_hemi_df[\"Lat\"]\n",
    "y_values = southern_hemi_df[\"Wind Speed\"]\n",
    "# Call the function.\n",
    "plot_linear_regression(\n",
    "    x_values,\n",
    "    y_values,\n",
    "    \"Linear Regression on the Southern Hemisphere \\\n",
    "                        for Wind Speed\",\n",
    "    \"Wind Speed\",\n",
    "    (-50, 35),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d39c384d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}