WeatherPy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observable Trends\n",
    "- Trend 1 - Temperature vs Latitude Plot shows that the temperatures are higher the closer they are to the equator (latitude     range of -20 to 20)\n",
    "- Trend 2 - City Latitude vs Windspeed Plot shows that Windspeeds are somewhat indifferent to Latitudes, but it is important to note that highest wind speed outliers all occur at latitudes furthest from the equator.\n",
    "- Trend 3 - Based on the data, it seems as though cloudiness and humidity are relatively consistent across all latitudes. Further analysis to include an additional variable may reveal further insights into those relationships\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import requests as req\n",
    "import random\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import math as math\n",
    "import time\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from citipy import citipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    }
   ],
   "source": [
    "api_keys = json.load(open(\"c:/Users/charl/Desktop/APIKeys/api_keys.json\"))\n",
    "print(api_keys['open_weather_map'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "api_key = \"ca948e37c7fc34fc07a1ece6ffdb31a0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat_values</th>\n",
       "      <th>lng_values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63.004580</td>\n",
       "      <td>57.504731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-80.877433</td>\n",
       "      <td>-21.529340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-33.619646</td>\n",
       "      <td>69.244591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>76.794412</td>\n",
       "      <td>-147.886088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29.843754</td>\n",
       "      <td>-140.093445</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   lat_values  lng_values\n",
       "0   63.004580   57.504731\n",
       "1  -80.877433  -21.529340\n",
       "2  -33.619646   69.244591\n",
       "3   76.794412 -147.886088\n",
       "4   29.843754 -140.093445"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location_data = pd.DataFrame()\n",
    "location_data['lat_values'] = [np.random.uniform(-90,90) for x in range(1500)]\n",
    "location_data['lng_values'] = [np.random.uniform(-180, 180) for x in range(1500)]\n",
    "\n",
    "location_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat_values</th>\n",
       "      <th>lng_values</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63.004580</td>\n",
       "      <td>57.504731</td>\n",
       "      <td>vuktyl</td>\n",
       "      <td>ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-80.877433</td>\n",
       "      <td>-21.529340</td>\n",
       "      <td>ushuaia</td>\n",
       "      <td>ar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-33.619646</td>\n",
       "      <td>69.244591</td>\n",
       "      <td>mahebourg</td>\n",
       "      <td>mu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>76.794412</td>\n",
       "      <td>-147.886088</td>\n",
       "      <td>barrow</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29.843754</td>\n",
       "      <td>-140.093445</td>\n",
       "      <td>hilo</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   lat_values  lng_values       city country\n",
       "0   63.004580   57.504731     vuktyl      ru\n",
       "1  -80.877433  -21.529340    ushuaia      ar\n",
       "2  -33.619646   69.244591  mahebourg      mu\n",
       "3   76.794412 -147.886088     barrow      us\n",
       "4   29.843754 -140.093445       hilo      us"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location_data['city'] = \"\"\n",
    "location_data['country'] = \"\"\n",
    "\n",
    "count = 0\n",
    "for index, row in location_data.iterrows():\n",
    "    near_city = citipy.nearest_city(row['lat_values'], row['lng_values']).city_name\n",
    "    near_country = citipy.nearest_city(row['lat_values'], row['lng_values']).country_code\n",
    "    location_data.set_value(index,\"city\",near_city)\n",
    "    location_data.set_value(index,\"country\",near_country)\n",
    "location_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1500"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(location_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "location_data=location_data.drop_duplicates(['city','country'],keep = \"first\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "location_data['Temp'] = \"\"\n",
    "location_data['Humidity'] = \"\"\n",
    "location_data['Cloudiness'] = \"\"\n",
    "location_data['Wind Speed'] = \"\"\n",
    "location_data[\"Lat\"] =\"\"\n",
    "location_data[\"Longitude\"] =\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sample_size = 500\n",
    "\n",
    "target_url = 'http://api.openweathermap.org/data/2.5/weather?q='\n",
    "units = 'imperial'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat_values</th>\n",
       "      <th>lng_values</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>Temp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Cloudiness</th>\n",
       "      <th>Wind Speed</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63.004580</td>\n",
       "      <td>57.504731</td>\n",
       "      <td>vuktyl</td>\n",
       "      <td>ru</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-80.877433</td>\n",
       "      <td>-21.529340</td>\n",
       "      <td>ushuaia</td>\n",
       "      <td>ar</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-33.619646</td>\n",
       "      <td>69.244591</td>\n",
       "      <td>mahebourg</td>\n",
       "      <td>mu</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>76.794412</td>\n",
       "      <td>-147.886088</td>\n",
       "      <td>barrow</td>\n",
       "      <td>us</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29.843754</td>\n",
       "      <td>-140.093445</td>\n",
       "      <td>hilo</td>\n",
       "      <td>us</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   lat_values  lng_values       city country Temp Humidity Cloudiness  \\\n",
       "0   63.004580   57.504731     vuktyl      ru                            \n",
       "1  -80.877433  -21.529340    ushuaia      ar                            \n",
       "2  -33.619646   69.244591  mahebourg      mu                            \n",
       "3   76.794412 -147.886088     barrow      us                            \n",
       "4   29.843754 -140.093445       hilo      us                            \n",
       "\n",
       "  Wind Speed Lat Longitude  \n",
       "0                           \n",
       "1                           \n",
       "2                           \n",
       "3                           \n",
       "4                           "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://api.openweathermap.org/data/2.5/weather?q=vuktyl,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vuktyl, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ushuaia,ar&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ushuaia, ar\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mahebourg,mu&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mahebourg, mu\n",
      "http://api.openweathermap.org/data/2.5/weather?q=barrow,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for barrow, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hilo,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hilo, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=saldanha,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for saldanha, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mys shmidta,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for mys shmidta, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=east london,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for east london, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tuktoyaktuk,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tuktoyaktuk, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ribeira grande,pt&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ribeira grande, pt\n",
      "http://api.openweathermap.org/data/2.5/weather?q=qaanaaq,gl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for qaanaaq, gl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=coahuayana,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for coahuayana, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=punta arenas,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for punta arenas, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=aberdeen,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for aberdeen, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=avarua,ck&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for avarua, ck\n",
      "http://api.openweathermap.org/data/2.5/weather?q=shieli,kz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for shieli, kz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=amderma,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for amderma, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hermanus,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hermanus, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=neuquen,ar&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for neuquen, ar\n",
      "http://api.openweathermap.org/data/2.5/weather?q=saint-philippe,re&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for saint-philippe, re\n",
      "http://api.openweathermap.org/data/2.5/weather?q=marcona,pe&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for marcona, pe\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cape town,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cape town, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=new norfolk,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for new norfolk, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kaitangata,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kaitangata, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=los llanos de aridane,es&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for los llanos de aridane, es\n",
      "http://api.openweathermap.org/data/2.5/weather?q=victoria,sc&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for victoria, sc\n",
      "http://api.openweathermap.org/data/2.5/weather?q=carnarvon,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for carnarvon, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=albany,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for albany, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kapaa,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kapaa, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=winneba,gh&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for winneba, gh\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bahjoi,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bahjoi, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mataura,pf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for mataura, pf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ningbo,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ningbo, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hasaki,jp&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hasaki, jp\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cayenne,gf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cayenne, gf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nikolskoye,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nikolskoye, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=dingle,ie&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for dingle, ie\n",
      "http://api.openweathermap.org/data/2.5/weather?q=rikitea,pf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for rikitea, pf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lorengau,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lorengau, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=panjakent,tj&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for panjakent, tj\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ancud,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ancud, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=busselton,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for busselton, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=namatanai,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for namatanai, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bredasdorp,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bredasdorp, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=atuona,pf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for atuona, pf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tanggul,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tanggul, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=husavik,is&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for husavik, is\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bathsheba,bb&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bathsheba, bb\n",
      "http://api.openweathermap.org/data/2.5/weather?q=puerto ayora,ec&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for puerto ayora, ec\n",
      "http://api.openweathermap.org/data/2.5/weather?q=makung,tw&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for makung, tw\n",
      "http://api.openweathermap.org/data/2.5/weather?q=black diamond,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for black diamond, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=solnechnyy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for solnechnyy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=inhambane,mz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for inhambane, mz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=repnoye,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for repnoye, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kiunga,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kiunga, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bluff,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bluff, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=fairbanks,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved data for fairbanks, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=yellowknife,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for yellowknife, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=upernavik,gl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for upernavik, gl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nizhneyansk,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for nizhneyansk, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port alfred,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port alfred, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pandan,ph&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pandan, ph\n",
      "http://api.openweathermap.org/data/2.5/weather?q=santa maria,cv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for santa maria, cv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=salalah,om&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for salalah, om\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lahij,ye&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lahij, ye\n",
      "http://api.openweathermap.org/data/2.5/weather?q=beroroha,mg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for beroroha, mg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=severo-kurilsk,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for severo-kurilsk, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=gat,ly&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for gat, ly\n",
      "http://api.openweathermap.org/data/2.5/weather?q=seoul,kr&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for seoul, kr\n",
      "http://api.openweathermap.org/data/2.5/weather?q=arraial do cabo,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for arraial do cabo, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vaini,to&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vaini, to\n",
      "http://api.openweathermap.org/data/2.5/weather?q=grand gaube,mu&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for grand gaube, mu\n",
      "http://api.openweathermap.org/data/2.5/weather?q=dicabisagan,ph&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for dicabisagan, ph\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cherskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cherskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=gornopravdinsk,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for gornopravdinsk, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=burnie,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for burnie, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=luderitz,na&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for luderitz, na\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kurchum,kz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kurchum, kz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=namibe,ao&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for namibe, ao\n",
      "http://api.openweathermap.org/data/2.5/weather?q=san cristobal,ec&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for san cristobal, ec\n",
      "http://api.openweathermap.org/data/2.5/weather?q=belushya guba,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for belushya guba, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=rockland,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for rockland, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=xucheng,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for xucheng, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tororo,ug&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tororo, ug\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cordoba,ar&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cordoba, ar\n",
      "http://api.openweathermap.org/data/2.5/weather?q=aliwal north,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for aliwal north, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=meulaboh,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for meulaboh, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=san ramon,bo&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for san ramon, bo\n",
      "http://api.openweathermap.org/data/2.5/weather?q=louisbourg,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for louisbourg, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=illoqqortoormiut,gl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
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      "http://api.openweathermap.org/data/2.5/weather?q=islamkot,pk&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for islamkot, pk\n",
      "http://api.openweathermap.org/data/2.5/weather?q=oriximina,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for oriximina, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=saint george,bm&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for saint george, bm\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mecca,sa&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mecca, sa\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hithadhoo,mv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hithadhoo, mv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=moranbah,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for moranbah, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=grand river south east,mu&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for grand river south east, mu\n",
      "http://api.openweathermap.org/data/2.5/weather?q=georgetown,sh&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for georgetown, sh\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kudahuvadhoo,mv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
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      "http://api.openweathermap.org/data/2.5/weather?q=lyuban,by&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lyuban, by\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sitka,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sitka, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lixourion,gr&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lixourion, gr\n",
      "http://api.openweathermap.org/data/2.5/weather?q=xiaoshi,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for xiaoshi, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kulhudhuffushi,mv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kulhudhuffushi, mv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=srednekolymsk,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for srednekolymsk, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=carutapera,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for carutapera, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=taolanaro,mg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for taolanaro, mg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=chingirlau,kz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for chingirlau, kz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bouloupari,nc&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bouloupari, nc\n",
      "http://api.openweathermap.org/data/2.5/weather?q=katherine,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for katherine, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=brewster,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for brewster, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sangin,af&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sangin, af\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nouadhibou,mr&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved data for nouadhibou, mr\n",
      "http://api.openweathermap.org/data/2.5/weather?q=birjand,ir&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for birjand, ir\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port keats,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port keats, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bengkulu,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for bengkulu, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=olinda,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for olinda, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=erenhot,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for erenhot, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=severnoye,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for severnoye, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sechura,pe&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sechura, pe\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nome,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nome, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=saleaula,ws&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for saleaula, ws\n",
      "http://api.openweathermap.org/data/2.5/weather?q=zhanatas,kz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for zhanatas, kz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cidreira,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cidreira, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port hardy,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port hardy, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=okha,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for okha, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vardo,no&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vardo, no\n",
      "http://api.openweathermap.org/data/2.5/weather?q=russell,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for russell, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=barentsburg,sj&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for barentsburg, sj\n",
      "http://api.openweathermap.org/data/2.5/weather?q=awjilah,ly&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for awjilah, ly\n",
      "http://api.openweathermap.org/data/2.5/weather?q=umzimvubu,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for umzimvubu, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kundiawa,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kundiawa, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=san jeronimo,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for san jeronimo, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=prizren,rs&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for prizren, rs\n",
      "http://api.openweathermap.org/data/2.5/weather?q=huilong,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for huilong, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bambous virieux,mu&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bambous virieux, mu\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nuuk,gl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nuuk, gl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port macquarie,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port macquarie, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nanortalik,gl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nanortalik, gl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lompoc,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lompoc, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bartica,gy&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bartica, gy\n",
      "http://api.openweathermap.org/data/2.5/weather?q=xining,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for xining, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mobaye,cf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mobaye, cf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kirovskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kirovskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=namtsy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for namtsy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kirakira,sb&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kirakira, sb\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pitimbu,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pitimbu, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kargasok,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kargasok, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=manggar,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for manggar, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sentyabrskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for sentyabrskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vydrino,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vydrino, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=naze,jp&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for naze, jp\n",
      "http://api.openweathermap.org/data/2.5/weather?q=castro,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for castro, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=play cu,vn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for play cu, vn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pacific grove,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pacific grove, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=minab,ir&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for minab, ir\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hovd,mn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hovd, mn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kutum,sd&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kutum, sd\n",
      "http://api.openweathermap.org/data/2.5/weather?q=jamestown,sh&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for jamestown, sh\n",
      "http://api.openweathermap.org/data/2.5/weather?q=butaritari,ki&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for butaritari, ki\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tiksi,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tiksi, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=culebra,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for culebra, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hobart,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hobart, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=havre-saint-pierre,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for havre-saint-pierre, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=paracuru,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for paracuru, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=guerrero negro,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for guerrero negro, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=atbasar,kz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for atbasar, kz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=saskylakh,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for saskylakh, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=naftah,tn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for naftah, tn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=dakar,sn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved data for dakar, sn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mar del plata,ar&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mar del plata, ar\n",
      "http://api.openweathermap.org/data/2.5/weather?q=khatanga,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for khatanga, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=klichka,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for klichka, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tiznit,ma&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tiznit, ma\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mahibadhoo,mv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mahibadhoo, mv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=palabuhanratu,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for palabuhanratu, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=boguchany,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for boguchany, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pocone,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pocone, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hamilton,bm&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hamilton, bm\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port elizabeth,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port elizabeth, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pangnirtung,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pangnirtung, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=goma,cd&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for goma, cd\n",
      "http://api.openweathermap.org/data/2.5/weather?q=san patricio,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for san patricio, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kalanguy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kalanguy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lagoa,pt&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lagoa, pt\n",
      "http://api.openweathermap.org/data/2.5/weather?q=oga,jp&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for oga, jp\n",
      "http://api.openweathermap.org/data/2.5/weather?q=smithers,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for smithers, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kapuskasing,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kapuskasing, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=grindavik,is&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for grindavik, is\n",
      "http://api.openweathermap.org/data/2.5/weather?q=maniitsoq,gl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for maniitsoq, gl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=marawi,sd&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for marawi, sd\n",
      "http://api.openweathermap.org/data/2.5/weather?q=itarema,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for itarema, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=thompson,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for thompson, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ponta do sol,cv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ponta do sol, cv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sumkino,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sumkino, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=londiani,ke&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for londiani, ke\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cerritos,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cerritos, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kishapu,tz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kishapu, tz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tsihombe,mg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for tsihombe, mg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=olafsvik,is&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for olafsvik, is\n",
      "http://api.openweathermap.org/data/2.5/weather?q=yerbogachen,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for yerbogachen, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bud,no&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bud, no\n",
      "http://api.openweathermap.org/data/2.5/weather?q=baykit,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for baykit, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=syamzha,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for syamzha, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=waingapu,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for waingapu, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=torbay,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for torbay, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=angoche,mz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for angoche, mz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bogorodskoye,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bogorodskoye, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=chumikan,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for chumikan, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tubruq,ly&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for tubruq, ly\n",
      "http://api.openweathermap.org/data/2.5/weather?q=trairi,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for trairi, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bethel,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bethel, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=byron bay,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for byron bay, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=yulara,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for yulara, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=yoichi,jp&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for yoichi, jp\n",
      "http://api.openweathermap.org/data/2.5/weather?q=danville,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for danville, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=wanning,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for wanning, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=aromashevo,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for aromashevo, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hofn,is&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hofn, is\n",
      "http://api.openweathermap.org/data/2.5/weather?q=llanes,es&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for llanes, es\n",
      "http://api.openweathermap.org/data/2.5/weather?q=katsuura,jp&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for katsuura, jp\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pevek,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pevek, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ponte de sor,pt&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ponte de sor, pt\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pisco,pe&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pisco, pe\n",
      "http://api.openweathermap.org/data/2.5/weather?q=dikson,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for dikson, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=panguna,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for panguna, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ilhabela,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved data for ilhabela, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=leopold,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for leopold, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=teknaf,bd&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for teknaf, bd\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mozarlandia,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mozarlandia, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=diego de almagro,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for diego de almagro, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=asosa,et&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for asosa, et\n",
      "http://api.openweathermap.org/data/2.5/weather?q=preobrazheniye,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for preobrazheniye, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=honiara,sb&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for honiara, sb\n",
      "http://api.openweathermap.org/data/2.5/weather?q=deputatskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for deputatskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hihifo,to&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for hihifo, to\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nikolayevsk-na-amure,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nikolayevsk-na-amure, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kahului,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kahului, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=poli,cm&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for poli, cm\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mamlyutka,kz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mamlyutka, kz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vestmannaeyjar,is&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vestmannaeyjar, is\n",
      "http://api.openweathermap.org/data/2.5/weather?q=alice springs,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for alice springs, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=high rock,bs&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for high rock, bs\n",
      "http://api.openweathermap.org/data/2.5/weather?q=half moon bay,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for half moon bay, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=souillac,mu&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for souillac, mu\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tongliao,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tongliao, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=talara,pe&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for talara, pe\n",
      "http://api.openweathermap.org/data/2.5/weather?q=okhotsk,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for okhotsk, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=fukuma,jp&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for fukuma, jp\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lavrentiya,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lavrentiya, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cabo san lucas,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cabo san lucas, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=prigorodnyy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for prigorodnyy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=northam,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for northam, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=fare,pf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for fare, pf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=geraldton,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for geraldton, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=chokurdakh,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for chokurdakh, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vaitape,pf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vaitape, pf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=riyadh,sa&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for riyadh, sa\n",
      "http://api.openweathermap.org/data/2.5/weather?q=wagar,sd&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for wagar, sd\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tevriz,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tevriz, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=eirunepe,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for eirunepe, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=constitucion,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for constitucion, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hanzhong,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hanzhong, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sibi,pk&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sibi, pk\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kodiak,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kodiak, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=henties bay,na&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for henties bay, na\n",
      "http://api.openweathermap.org/data/2.5/weather?q=rungata,ki&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for rungata, ki\n",
      "http://api.openweathermap.org/data/2.5/weather?q=verkhnevilyuysk,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for verkhnevilyuysk, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=laguna,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for laguna, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mae tha,th&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mae tha, th\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vanimo,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vanimo, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=college,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for college, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=derbent,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for derbent, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=aktash,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for aktash, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=saint-georges,gf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for saint-georges, gf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tignere,cm&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tignere, cm\n",
      "http://api.openweathermap.org/data/2.5/weather?q=harper,lr&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for harper, lr\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kruisfontein,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kruisfontein, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=andenes,no&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for andenes, no\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tucuman,ar&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for tucuman, ar\n",
      "http://api.openweathermap.org/data/2.5/weather?q=arlit,ne&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for arlit, ne\n",
      "http://api.openweathermap.org/data/2.5/weather?q=iquique,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for iquique, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lolua,tv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No data for lolua, tv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=codrington,ag&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for codrington, ag\n",
      "http://api.openweathermap.org/data/2.5/weather?q=gimli,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for gimli, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=klaksvik,fo&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for klaksvik, fo\n",
      "http://api.openweathermap.org/data/2.5/weather?q=can tho,vn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for can tho, vn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=attawapiskat,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for attawapiskat, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=klyuchi,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for klyuchi, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=linxia,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for linxia, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=alihe,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for alihe, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port blair,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port blair, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lebu,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lebu, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tazmalt,dz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tazmalt, dz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=egvekinot,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for egvekinot, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mareeba,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mareeba, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=la tuque,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for la tuque, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ballina,ie&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ballina, ie\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tokmak,kg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for tokmak, kg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=clyde river,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for clyde river, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=senekal,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for senekal, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=popondetta,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for popondetta, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=joshimath,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for joshimath, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=gangotri,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for gangotri, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mongo,td&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mongo, td\n",
      "http://api.openweathermap.org/data/2.5/weather?q=faanui,pf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for faanui, pf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=farmos,hu&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for farmos, hu\n",
      "http://api.openweathermap.org/data/2.5/weather?q=palatka,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for palatka, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ewa beach,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ewa beach, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nemuro,jp&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nemuro, jp\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mgandu,tz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mgandu, tz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=coihaique,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for coihaique, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=manica,mz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for manica, mz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=norman wells,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for norman wells, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=provideniya,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for provideniya, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tumannyy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for tumannyy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=saint-augustin,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for saint-augustin, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=zonguldak,tr&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for zonguldak, tr\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hegang,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hegang, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ballina,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ballina, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=manaia,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for manaia, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ola,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ola, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=duki,pk&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for duki, pk\n",
      "http://api.openweathermap.org/data/2.5/weather?q=gunupur,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for gunupur, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=matagami,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for matagami, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=erzin,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for erzin, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=samusu,ws&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for samusu, ws\n",
      "http://api.openweathermap.org/data/2.5/weather?q=susanville,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for susanville, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tanout,ne&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tanout, ne\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sayaxche,gt&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sayaxche, gt\n",
      "http://api.openweathermap.org/data/2.5/weather?q=esperance,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for esperance, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=severnyy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for severnyy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=riachao,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for riachao, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tam ky,vn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tam ky, vn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=awbari,ly&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for awbari, ly\n",
      "http://api.openweathermap.org/data/2.5/weather?q=muzhi,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for muzhi, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tawkar,sd&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for tawkar, sd\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tymovskoye,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tymovskoye, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=aloleng,ph&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for aloleng, ph\n",
      "http://api.openweathermap.org/data/2.5/weather?q=shahrud,ir&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved data for shahrud, ir\n",
      "http://api.openweathermap.org/data/2.5/weather?q=dargaville,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for dargaville, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=harbin,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for harbin, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=te anau,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for te anau, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=san policarpo,ph&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for san policarpo, ph\n",
      "http://api.openweathermap.org/data/2.5/weather?q=alexandria,eg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for alexandria, eg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tabou,ci&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tabou, ci\n",
      "http://api.openweathermap.org/data/2.5/weather?q=talnakh,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for talnakh, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=caravelas,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for caravelas, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=fortuna,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for fortuna, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=wahiawa,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for wahiawa, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=wiarton,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for wiarton, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=krasnozatonskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for krasnozatonskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vila franca do campo,pt&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vila franca do campo, pt\n",
      "http://api.openweathermap.org/data/2.5/weather?q=washington,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for washington, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=muros,es&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for muros, es\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kavaratti,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kavaratti, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lusambo,cd&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lusambo, cd\n",
      "http://api.openweathermap.org/data/2.5/weather?q=contamana,pe&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for contamana, pe\n",
      "http://api.openweathermap.org/data/2.5/weather?q=schattdorf,ch&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for schattdorf, ch\n",
      "http://api.openweathermap.org/data/2.5/weather?q=poplar bluff,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for poplar bluff, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=jatai,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for jatai, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hambantota,lk&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hambantota, lk\n",
      "http://api.openweathermap.org/data/2.5/weather?q=karamay,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for karamay, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=limoeiro do ajuru,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for limoeiro do ajuru, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cavalcante,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cavalcante, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=avera,pf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for avera, pf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kennett,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kennett, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=puerto baquerizo moreno,ec&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for puerto baquerizo moreno, ec\n",
      "http://api.openweathermap.org/data/2.5/weather?q=juifang,tw&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for juifang, tw\n",
      "http://api.openweathermap.org/data/2.5/weather?q=flin flon,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for flin flon, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=camocim,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for camocim, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=grand-lahou,ci&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for grand-lahou, ci\n",
      "http://api.openweathermap.org/data/2.5/weather?q=george,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for george, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=coihueco,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for coihueco, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=dinsor,so&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for dinsor, so\n",
      "http://api.openweathermap.org/data/2.5/weather?q=san ramon de la nueva oran,ar&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for san ramon de la nueva oran, ar\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ruwi,om&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ruwi, om\n",
      "http://api.openweathermap.org/data/2.5/weather?q=faya,td&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for faya, td\n",
      "http://api.openweathermap.org/data/2.5/weather?q=shenjiamen,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for shenjiamen, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kununurra,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kununurra, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kharian,pk&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kharian, pk\n",
      "http://api.openweathermap.org/data/2.5/weather?q=manono,cd&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for manono, cd\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tilichiki,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tilichiki, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=murray bridge,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for murray bridge, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=labuhan,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for labuhan, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=auki,sb&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for auki, sb\n",
      "http://api.openweathermap.org/data/2.5/weather?q=karaul,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for karaul, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ahipara,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ahipara, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=aldan,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for aldan, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bhaderwah,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bhaderwah, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=disna,by&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for disna, by\n",
      "http://api.openweathermap.org/data/2.5/weather?q=san quintin,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for san quintin, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=barentu,er&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for barentu, er\n",
      "http://api.openweathermap.org/data/2.5/weather?q=maunabo,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for maunabo, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=farafangana,mg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for farafangana, mg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=heihe,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved data for heihe, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port augusta,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port augusta, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=soe,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for soe, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tabuk,sa&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tabuk, sa\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sao gabriel da cachoeira,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sao gabriel da cachoeira, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sarana,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sarana, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port moresby,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port moresby, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=hami,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for hami, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sao joao da barra,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sao joao da barra, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tasiilaq,gl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tasiilaq, gl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nizwa,om&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nizwa, om\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sonqar,az&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for sonqar, az\n",
      "http://api.openweathermap.org/data/2.5/weather?q=haibowan,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for haibowan, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=chunskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for chunskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kitgum,ug&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kitgum, ug\n",
      "http://api.openweathermap.org/data/2.5/weather?q=durgapur,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for durgapur, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mogadishu,so&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mogadishu, so\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tosya,tr&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tosya, tr\n",
      "http://api.openweathermap.org/data/2.5/weather?q=wilkie,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for wilkie, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=plettenberg bay,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for plettenberg bay, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=altay,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for altay, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=baneh,ir&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for baneh, ir\n",
      "http://api.openweathermap.org/data/2.5/weather?q=verkhoyansk,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for verkhoyansk, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=poum,nc&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for poum, nc\n",
      "http://api.openweathermap.org/data/2.5/weather?q=boa vista,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for boa vista, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=boffa,gn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for boffa, gn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=rabaul,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for rabaul, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=muli,mv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for muli, mv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=berdigestyakh,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for berdigestyakh, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=athabasca,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for athabasca, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=el castillo,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for el castillo, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=zhigansk,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for zhigansk, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=westport,ie&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for westport, ie\n",
      "http://api.openweathermap.org/data/2.5/weather?q=teguldet,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for teguldet, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=grandola,pt&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for grandola, pt\n",
      "http://api.openweathermap.org/data/2.5/weather?q=osa,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for osa, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kavieng,pg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kavieng, pg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bemidji,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bemidji, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kunming,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kunming, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=qom,ir&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for qom, ir\n",
      "http://api.openweathermap.org/data/2.5/weather?q=berlevag,no&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for berlevag, no\n",
      "http://api.openweathermap.org/data/2.5/weather?q=comodoro rivadavia,ar&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for comodoro rivadavia, ar\n",
      "http://api.openweathermap.org/data/2.5/weather?q=praia da vitoria,pt&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for praia da vitoria, pt\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sungaipenuh,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sungaipenuh, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cambuquira,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cambuquira, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ostrovnoy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ostrovnoy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vad,ro&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vad, ro\n",
      "http://api.openweathermap.org/data/2.5/weather?q=constitucion,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for constitucion, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lata,sb&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for lata, sb\n",
      "http://api.openweathermap.org/data/2.5/weather?q=zemio,cf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for zemio, cf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=longyearbyen,sj&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for longyearbyen, sj\n",
      "http://api.openweathermap.org/data/2.5/weather?q=roebourne,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for roebourne, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vestbygda,no&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for vestbygda, no\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kholmy,ua&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kholmy, ua\n",
      "http://api.openweathermap.org/data/2.5/weather?q=chuy,uy&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for chuy, uy\n",
      "http://api.openweathermap.org/data/2.5/weather?q=aksu,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for aksu, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=soure,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved data for soure, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ixtapa,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ixtapa, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=maposeni,tz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for maposeni, tz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=narsaq,gl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for narsaq, gl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=santa teresita,ph&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for santa teresita, ph\n",
      "http://api.openweathermap.org/data/2.5/weather?q=terrace bay,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for terrace bay, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=uruguaiana,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for uruguaiana, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=atar,mr&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for atar, mr\n",
      "http://api.openweathermap.org/data/2.5/weather?q=porto novo,cv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for porto novo, cv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=garissa,ke&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for garissa, ke\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nirmal,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nirmal, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sitrah,bh&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sitrah, bh\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sobolevo,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sobolevo, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=komatipoort,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for komatipoort, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=svetlaya,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for svetlaya, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port shepstone,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port shepstone, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=goderich,sl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for goderich, sl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=maningrida,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for maningrida, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bettiah,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bettiah, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=inirida,co&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for inirida, co\n",
      "http://api.openweathermap.org/data/2.5/weather?q=halifax,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for halifax, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=shawnee,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for shawnee, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=santa maria del oro,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for santa maria del oro, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=general roca,ar&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for general roca, ar\n",
      "http://api.openweathermap.org/data/2.5/weather?q=solovetskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for solovetskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bernau,de&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bernau, de\n",
      "http://api.openweathermap.org/data/2.5/weather?q=taksimo,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for taksimo, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lichtenburg,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lichtenburg, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=zenzeli,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for zenzeli, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=linjiang,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for linjiang, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=cooma,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for cooma, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tabiauea,ki&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for tabiauea, ki\n",
      "http://api.openweathermap.org/data/2.5/weather?q=broken hill,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for broken hill, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pishva,ir&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pishva, ir\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nkhata bay,mw&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nkhata bay, mw\n",
      "http://api.openweathermap.org/data/2.5/weather?q=rocky mount,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for rocky mount, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=oksfjord,no&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for oksfjord, no\n",
      "http://api.openweathermap.org/data/2.5/weather?q=batticaloa,lk&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for batticaloa, lk\n",
      "http://api.openweathermap.org/data/2.5/weather?q=alofi,nu&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for alofi, nu\n",
      "http://api.openweathermap.org/data/2.5/weather?q=isangel,vu&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for isangel, vu\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kumluca,tr&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kumluca, tr\n",
      "http://api.openweathermap.org/data/2.5/weather?q=jinchang,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for jinchang, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=palasa,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for palasa, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sur,om&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sur, om\n",
      "http://api.openweathermap.org/data/2.5/weather?q=beloha,mg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for beloha, mg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=leninogorsk,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for leninogorsk, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=port hawkesbury,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for port hawkesbury, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tougue,gn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for tougue, gn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=juneau,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for juneau, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=dolbeau,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
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      "http://api.openweathermap.org/data/2.5/weather?q=notse,tg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for notse, tg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=baruun-urt,mn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for baruun-urt, mn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ambilobe,mg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ambilobe, mg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=caldas novas,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for caldas novas, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ust-kuyga,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ust-kuyga, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=baixa grande,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for baixa grande, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mount gambier,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved data for mount gambier, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=yumen,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for yumen, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mumford,gh&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mumford, gh\n",
      "http://api.openweathermap.org/data/2.5/weather?q=springfield,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for springfield, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nuzvid,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nuzvid, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=shagamu,ng&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for shagamu, ng\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pingliang,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pingliang, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ambon,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ambon, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kaeo,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kaeo, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=portland,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for portland, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=grand forks,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for grand forks, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kotovo,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kotovo, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=carnarvon,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for carnarvon, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=beringovskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for beringovskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vikulovo,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for vikulovo, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=richards bay,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for richards bay, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=valparaiso,cl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for valparaiso, cl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=wairoa,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for wairoa, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kamenskoye,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for kamenskoye, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=saint-michel-des-saints,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for saint-michel-des-saints, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=lima,pe&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for lima, pe\n",
      "http://api.openweathermap.org/data/2.5/weather?q=leningradskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for leningradskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=belyy yar,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for belyy yar, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sinnamary,gf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sinnamary, gf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=benque viejo,bz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for benque viejo, bz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=martapura,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for martapura, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=goulburn,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for goulburn, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=acapulco,mx&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for acapulco, mx\n",
      "http://api.openweathermap.org/data/2.5/weather?q=noumea,nc&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for noumea, nc\n",
      "http://api.openweathermap.org/data/2.5/weather?q=onega,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for onega, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kuche,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for kuche, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kramat,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kramat, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=stephenville,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for stephenville, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ilo,pe&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ilo, pe\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bilasipara,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bilasipara, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=preeceville,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for preeceville, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=riberalta,bo&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for riberalta, bo\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ilulissat,gl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ilulissat, gl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=komsomolskiy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for komsomolskiy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=airai,pw&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for airai, pw\n",
      "http://api.openweathermap.org/data/2.5/weather?q=shimoda,jp&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for shimoda, jp\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kiili,ee&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kiili, ee\n",
      "http://api.openweathermap.org/data/2.5/weather?q=antalaha,mg&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for antalaha, mg\n",
      "http://api.openweathermap.org/data/2.5/weather?q=anadyr,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for anadyr, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mollendo,pe&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mollendo, pe\n",
      "http://api.openweathermap.org/data/2.5/weather?q=brumunddal,no&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for brumunddal, no\n",
      "http://api.openweathermap.org/data/2.5/weather?q=bambanglipuro,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for bambanglipuro, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=sao filipe,cv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for sao filipe, cv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=wloclawek,pl&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for wloclawek, pl\n",
      "http://api.openweathermap.org/data/2.5/weather?q=maltahohe,na&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for maltahohe, na\n",
      "http://api.openweathermap.org/data/2.5/weather?q=peniche,pt&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for peniche, pt\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pemangkat,id&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for pemangkat, id\n",
      "http://api.openweathermap.org/data/2.5/weather?q=opuwo,na&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for opuwo, na\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mount isa,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mount isa, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=broome,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for broome, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=aklavik,ca&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for aklavik, ca\n",
      "http://api.openweathermap.org/data/2.5/weather?q=eureka,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved data for eureka, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=nampula,mz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for nampula, mz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ngukurr,au&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for ngukurr, au\n",
      "http://api.openweathermap.org/data/2.5/weather?q=jalu,ly&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for jalu, ly\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kemijarvi,fi&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for kemijarvi, fi\n",
      "http://api.openweathermap.org/data/2.5/weather?q=adre,td&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for adre, td\n",
      "http://api.openweathermap.org/data/2.5/weather?q=samalaeulu,ws&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for samalaeulu, ws\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pryluky,ua&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for pryluky, ua\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kibungo,rw&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kibungo, rw\n",
      "http://api.openweathermap.org/data/2.5/weather?q=male,mv&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for male, mv\n",
      "http://api.openweathermap.org/data/2.5/weather?q=huainan,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for huainan, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=palana,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for palana, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=tukrah,ly&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for tukrah, ly\n",
      "http://api.openweathermap.org/data/2.5/weather?q=zheleznodorozhnyy,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for zheleznodorozhnyy, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=betare oya,cm&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for betare oya, cm\n",
      "http://api.openweathermap.org/data/2.5/weather?q=touros,br&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for touros, br\n",
      "http://api.openweathermap.org/data/2.5/weather?q=evanston,us&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for evanston, us\n",
      "http://api.openweathermap.org/data/2.5/weather?q=higuey,do&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for higuey, do\n",
      "http://api.openweathermap.org/data/2.5/weather?q=reitz,za&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for reitz, za\n",
      "http://api.openweathermap.org/data/2.5/weather?q=pondicherry,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for pondicherry, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=iracoubo,gf&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for iracoubo, gf\n",
      "http://api.openweathermap.org/data/2.5/weather?q=suicheng,cn&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for suicheng, cn\n",
      "http://api.openweathermap.org/data/2.5/weather?q=allapalli,in&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for allapalli, in\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mpwapwa,tz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mpwapwa, tz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=wanaka,nz&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for wanaka, nz\n",
      "http://api.openweathermap.org/data/2.5/weather?q=elat,il&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for elat, il\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kudymkar,ru&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kudymkar, ru\n",
      "http://api.openweathermap.org/data/2.5/weather?q=chimbote,pe&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for chimbote, pe\n",
      "http://api.openweathermap.org/data/2.5/weather?q=ilebo,cd&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for ilebo, cd\n",
      "http://api.openweathermap.org/data/2.5/weather?q=vila,vu&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "No data for vila, vu\n",
      "http://api.openweathermap.org/data/2.5/weather?q=kita,ml&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for kita, ml\n",
      "http://api.openweathermap.org/data/2.5/weather?q=mitsamiouli,km&units=imperial&APPID=ca948e37c7fc34fc07a1ece6ffdb31a0\n",
      "Retrieved data for mitsamiouli, km\n"
     ]
    }
   ],
   "source": [
    "record = 0\n",
    "for index, row in location_data.iterrows():\n",
    "    city_name = row['city']\n",
    "    country_code = row['country']\n",
    "    url = target_url + city_name + ',' + country_code + '&units=' + units + '&APPID=' + api_key\n",
    "    print (url)\n",
    "    try: \n",
    "        weather_response = req.get(url)\n",
    "        weather_json = weather_response.json()\n",
    "        latitude = weather_json[\"coord\"][\"lat\"]\n",
    "        longitude = weather_json[\"coord\"][\"lon\"]\n",
    "        temp = weather_json[\"main\"][\"temp\"]\n",
    "        humidity = weather_json[\"main\"][\"humidity\"]\n",
    "        cloud = weather_json[\"clouds\"][\"all\"]\n",
    "        wind = weather_json[\"wind\"][\"speed\"]\n",
    "        location_data.set_value(index,\"Temp\", temp)\n",
    "        location_data.set_value(index,\"Humidity\",humidity)\n",
    "        location_data.set_value(index,\"Wind Speed\", wind)\n",
    "        location_data.set_value(index,\"Cloudiness\",cloud)\n",
    "        location_data.set_value(index,\"Lat\", latitude)\n",
    "        location_data.set_value(index,\"Longitude\",longitude)\n",
    "        print(\"Retrieved data for %s, %s\" % (city_name, country_code))\n",
    "    except:\n",
    "        print(\"No data for %s, %s\" % (city_name,country_code))\n",
    "    record += 1\n",
    "    if record % 59 == 0:\n",
    "        time.sleep(60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat_values</th>\n",
       "      <th>lng_values</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>Temp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Cloudiness</th>\n",
       "      <th>Wind Speed</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63.004580</td>\n",
       "      <td>57.504731</td>\n",
       "      <td>vuktyl</td>\n",
       "      <td>ru</td>\n",
       "      <td>11.61</td>\n",
       "      <td>76</td>\n",
       "      <td>64</td>\n",
       "      <td>5.57</td>\n",
       "      <td>63.86</td>\n",
       "      <td>57.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-80.877433</td>\n",
       "      <td>-21.529340</td>\n",
       "      <td>ushuaia</td>\n",
       "      <td>ar</td>\n",
       "      <td>48.2</td>\n",
       "      <td>81</td>\n",
       "      <td>20</td>\n",
       "      <td>16.11</td>\n",
       "      <td>-54.81</td>\n",
       "      <td>-68.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-33.619646</td>\n",
       "      <td>69.244591</td>\n",
       "      <td>mahebourg</td>\n",
       "      <td>mu</td>\n",
       "      <td>78.8</td>\n",
       "      <td>88</td>\n",
       "      <td>40</td>\n",
       "      <td>6.42</td>\n",
       "      <td>-20.41</td>\n",
       "      <td>57.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>76.794412</td>\n",
       "      <td>-147.886088</td>\n",
       "      <td>barrow</td>\n",
       "      <td>us</td>\n",
       "      <td>27.37</td>\n",
       "      <td>62</td>\n",
       "      <td>1</td>\n",
       "      <td>5.75</td>\n",
       "      <td>39.51</td>\n",
       "      <td>-90.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29.843754</td>\n",
       "      <td>-140.093445</td>\n",
       "      <td>hilo</td>\n",
       "      <td>us</td>\n",
       "      <td>68.43</td>\n",
       "      <td>94</td>\n",
       "      <td>90</td>\n",
       "      <td>3.36</td>\n",
       "      <td>19.71</td>\n",
       "      <td>-155.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-40.174623</td>\n",
       "      <td>2.044285</td>\n",
       "      <td>saldanha</td>\n",
       "      <td>za</td>\n",
       "      <td>59</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>3.36</td>\n",
       "      <td>-33.01</td>\n",
       "      <td>17.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>88.709915</td>\n",
       "      <td>-171.769406</td>\n",
       "      <td>mys shmidta</td>\n",
       "      <td>ru</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-81.017596</td>\n",
       "      <td>58.192275</td>\n",
       "      <td>east london</td>\n",
       "      <td>za</td>\n",
       "      <td>69.79</td>\n",
       "      <td>100</td>\n",
       "      <td>88</td>\n",
       "      <td>6.08</td>\n",
       "      <td>-33.02</td>\n",
       "      <td>27.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>87.827188</td>\n",
       "      <td>-134.775348</td>\n",
       "      <td>tuktoyaktuk</td>\n",
       "      <td>ca</td>\n",
       "      <td>-6.54</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>18.34</td>\n",
       "      <td>69.44</td>\n",
       "      <td>-133.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>28.633250</td>\n",
       "      <td>-30.480538</td>\n",
       "      <td>ribeira grande</td>\n",
       "      <td>pt</td>\n",
       "      <td>57.96</td>\n",
       "      <td>100</td>\n",
       "      <td>92</td>\n",
       "      <td>7.92</td>\n",
       "      <td>38.52</td>\n",
       "      <td>-28.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>73.441959</td>\n",
       "      <td>-73.804482</td>\n",
       "      <td>qaanaaq</td>\n",
       "      <td>gl</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>89</td>\n",
       "      <td>20</td>\n",
       "      <td>2.1</td>\n",
       "      <td>77.48</td>\n",
       "      <td>-69.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.621017</td>\n",
       "      <td>-111.561902</td>\n",
       "      <td>coahuayana</td>\n",
       "      <td>mx</td>\n",
       "      <td>64.57</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>2.06</td>\n",
       "      <td>18.62</td>\n",
       "      <td>-100.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-70.589185</td>\n",
       "      <td>-117.157174</td>\n",
       "      <td>punta arenas</td>\n",
       "      <td>cl</td>\n",
       "      <td>44.6</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>10.29</td>\n",
       "      <td>-53.16</td>\n",
       "      <td>-70.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>45.482400</td>\n",
       "      <td>-99.738761</td>\n",
       "      <td>aberdeen</td>\n",
       "      <td>us</td>\n",
       "      <td>46.4</td>\n",
       "      <td>93</td>\n",
       "      <td>75</td>\n",
       "      <td>6.93</td>\n",
       "      <td>46.98</td>\n",
       "      <td>-123.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-48.331502</td>\n",
       "      <td>-167.217154</td>\n",
       "      <td>avarua</td>\n",
       "      <td>ck</td>\n",
       "      <td>78.8</td>\n",
       "      <td>94</td>\n",
       "      <td>75</td>\n",
       "      <td>24.16</td>\n",
       "      <td>-21.21</td>\n",
       "      <td>-159.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>42.760941</td>\n",
       "      <td>65.358016</td>\n",
       "      <td>shieli</td>\n",
       "      <td>kz</td>\n",
       "      <td>4.32</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>8.88</td>\n",
       "      <td>44.18</td>\n",
       "      <td>66.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>78.157655</td>\n",
       "      <td>63.685742</td>\n",
       "      <td>amderma</td>\n",
       "      <td>ru</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-88.139615</td>\n",
       "      <td>-11.556958</td>\n",
       "      <td>hermanus</td>\n",
       "      <td>za</td>\n",
       "      <td>58.09</td>\n",
       "      <td>95</td>\n",
       "      <td>24</td>\n",
       "      <td>5.79</td>\n",
       "      <td>-34.42</td>\n",
       "      <td>19.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-41.123730</td>\n",
       "      <td>-68.890685</td>\n",
       "      <td>neuquen</td>\n",
       "      <td>ar</td>\n",
       "      <td>80.6</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>9.78</td>\n",
       "      <td>-38.95</td>\n",
       "      <td>-68.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-25.486569</td>\n",
       "      <td>58.282940</td>\n",
       "      <td>saint-philippe</td>\n",
       "      <td>re</td>\n",
       "      <td>76.03</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>6.93</td>\n",
       "      <td>-21.36</td>\n",
       "      <td>55.77</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    lat_values  lng_values            city country   Temp Humidity Cloudiness  \\\n",
       "0    63.004580   57.504731          vuktyl      ru  11.61       76         64   \n",
       "1   -80.877433  -21.529340         ushuaia      ar   48.2       81         20   \n",
       "2   -33.619646   69.244591       mahebourg      mu   78.8       88         40   \n",
       "3    76.794412 -147.886088          barrow      us  27.37       62          1   \n",
       "4    29.843754 -140.093445            hilo      us  68.43       94         90   \n",
       "5   -40.174623    2.044285        saldanha      za     59       82          0   \n",
       "6    88.709915 -171.769406     mys shmidta      ru                              \n",
       "7   -81.017596   58.192275     east london      za  69.79      100         88   \n",
       "8    87.827188 -134.775348     tuktoyaktuk      ca  -6.54       83         75   \n",
       "9    28.633250  -30.480538  ribeira grande      pt  57.96      100         92   \n",
       "10   73.441959  -73.804482         qaanaaq      gl   -7.3       89         20   \n",
       "11    1.621017 -111.561902      coahuayana      mx  64.57       67          0   \n",
       "12  -70.589185 -117.157174    punta arenas      cl   44.6       65          0   \n",
       "13   45.482400  -99.738761        aberdeen      us   46.4       93         75   \n",
       "15  -48.331502 -167.217154          avarua      ck   78.8       94         75   \n",
       "16   42.760941   65.358016          shieli      kz   4.32       72          0   \n",
       "19   78.157655   63.685742         amderma      ru                              \n",
       "20  -88.139615  -11.556958        hermanus      za  58.09       95         24   \n",
       "21  -41.123730  -68.890685         neuquen      ar   80.6       44          0   \n",
       "22  -25.486569   58.282940  saint-philippe      re  76.03       69          0   \n",
       "\n",
       "   Wind Speed    Lat Longitude  \n",
       "0        5.57  63.86     57.31  \n",
       "1       16.11 -54.81    -68.31  \n",
       "2        6.42 -20.41      57.7  \n",
       "3        5.75  39.51     -90.4  \n",
       "4        3.36  19.71   -155.08  \n",
       "5        3.36 -33.01     17.94  \n",
       "6                               \n",
       "7        6.08 -33.02     27.91  \n",
       "8       18.34  69.44   -133.03  \n",
       "9        7.92  38.52     -28.7  \n",
       "10        2.1  77.48    -69.36  \n",
       "11       2.06  18.62   -100.35  \n",
       "12      10.29 -53.16    -70.91  \n",
       "13       6.93  46.98   -123.82  \n",
       "15      24.16 -21.21   -159.78  \n",
       "16       8.88  44.18     66.74  \n",
       "19                              \n",
       "20       5.79 -34.42     19.24  \n",
       "21       9.78 -38.95    -68.06  \n",
       "22       6.93 -21.36     55.77  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location_data.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "595"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(location_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "location_data.to_csv(\"weatherpy_data.csv\", encoding=\"utf-8\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "location_data['Lat'] = pd.to_numeric(location_data['Lat'], errors = 'coerce')\n",
    "location_data['Temp'] = pd.to_numeric(location_data['Temp'], errors = 'coerce')\n",
    "location_data['Humidity'] = pd.to_numeric(location_data['Humidity'], errors = 'coerce')\n",
    "location_data['Wind Speed'] = pd.to_numeric(location_data['Wind Speed'], errors = 'coerce')\n",
    "location_data['Cloudiness'] = pd.to_numeric(location_data['Cloudiness'], errors = 'coerce')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat_values</th>\n",
       "      <th>lng_values</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>Temp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Cloudiness</th>\n",
       "      <th>Wind Speed</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63.004580</td>\n",
       "      <td>57.504731</td>\n",
       "      <td>vuktyl</td>\n",
       "      <td>ru</td>\n",
       "      <td>11.61</td>\n",
       "      <td>76.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>5.57</td>\n",
       "      <td>63.86</td>\n",
       "      <td>57.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-80.877433</td>\n",
       "      <td>-21.529340</td>\n",
       "      <td>ushuaia</td>\n",
       "      <td>ar</td>\n",
       "      <td>48.20</td>\n",
       "      <td>81.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>16.11</td>\n",
       "      <td>-54.81</td>\n",
       "      <td>-68.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-33.619646</td>\n",
       "      <td>69.244591</td>\n",
       "      <td>mahebourg</td>\n",
       "      <td>mu</td>\n",
       "      <td>78.80</td>\n",
       "      <td>88.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>6.42</td>\n",
       "      <td>-20.41</td>\n",
       "      <td>57.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>76.794412</td>\n",
       "      <td>-147.886088</td>\n",
       "      <td>barrow</td>\n",
       "      <td>us</td>\n",
       "      <td>27.37</td>\n",
       "      <td>62.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.75</td>\n",
       "      <td>39.51</td>\n",
       "      <td>-90.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29.843754</td>\n",
       "      <td>-140.093445</td>\n",
       "      <td>hilo</td>\n",
       "      <td>us</td>\n",
       "      <td>68.43</td>\n",
       "      <td>94.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>3.36</td>\n",
       "      <td>19.71</td>\n",
       "      <td>-155.08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   lat_values  lng_values       city country   Temp  Humidity  Cloudiness  \\\n",
       "0   63.004580   57.504731     vuktyl      ru  11.61      76.0        64.0   \n",
       "1  -80.877433  -21.529340    ushuaia      ar  48.20      81.0        20.0   \n",
       "2  -33.619646   69.244591  mahebourg      mu  78.80      88.0        40.0   \n",
       "3   76.794412 -147.886088     barrow      us  27.37      62.0         1.0   \n",
       "4   29.843754 -140.093445       hilo      us  68.43      94.0        90.0   \n",
       "\n",
       "   Wind Speed    Lat Longitude  \n",
       "0        5.57  63.86     57.31  \n",
       "1       16.11 -54.81    -68.31  \n",
       "2        6.42 -20.41      57.7  \n",
       "3        5.75  39.51     -90.4  \n",
       "4        3.36  19.71   -155.08  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8s7NM7DAWpqeSl5/HkWoTVRYX1Vb/HgLBMgVGJ8fzTd45qize6qY6uwu3W0ZW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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25d3c2b6cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "sns.set_context(\"notebook\", font_scale=1.1)\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "\n",
    "sns.lmplot('Lat',\n",
    "          'Temp',\n",
    "          data=location_data,\n",
    "          fit_reg=False,\n",
    "          scatter_kws={\"marker\": \"o\",\n",
    "                        \"s\": 20})\n",
    "plt.grid(True)\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Max Temperature (Celsius)\")\n",
    "plt.title(\"City Latitude vs Max Temperature\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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djI9PlaOwsgktFjvKG8z4vqIJMToGnMPpox3ZryvuyezL+2S9n59A70lNSMlG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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25d3ca90978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "sns.set_context(\"notebook\", font_scale=1.1)\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "\n",
    "sns.lmplot('Lat',\n",
    "          'Humidity',\n",
    "          data=location_data,\n",
    "          fit_reg=False,\n",
    "          scatter_kws={\"marker\": \"o\",\n",
    "                        \"s\": 20})\n",
    "plt.grid(True)\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Humidity (%)\")\n",
    "plt.title(\"City Latitude vs Humidity\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mZo4vVgGA0cndse9Uld1LXmxt9PQLyd0LZVy9PCZKHQazhcHqri2WNicXoQqz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\nhFDQfwDeu2sDtv7bJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25d3ca903c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "sns.set_context(\"notebook\", font_scale=1.1)\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "\n",
    "sns.lmplot('Lat',\n",
    "          'Cloudiness',\n",
    "          data=location_data,\n",
    "          fit_reg=False,\n",
    "          scatter_kws={\"marker\": \"o\",\n",
    "                        \"s\": 20})\n",
    "plt.grid(True)\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Cloudiness (%)\")\n",
    "plt.title(\"City Latitude vs Cloudiness\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CUtX1cOTiVmS3bt2Kt99+G3PmzMHXX38NAPj+++9RVVUVtANfXWGAQwrnq5qR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\nIYRHlGQJIYRHlGQJIYRH/wPGc9n2ChnBRwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25d3cb405f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "sns.set_context(\"notebook\", font_scale=1.1)\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "\n",
    "sns.lmplot('Lat',\n",
    "          'Wind Speed',\n",
    "          data=location_data,\n",
    "          fit_reg=False,\n",
    "          scatter_kws={\"marker\": \"o\",\n",
    "                        \"s\": 20})\n",
    "plt.grid(True)\n",
    "plt.xlabel(\"Latitude\")\n",
    "plt.ylabel(\"Wind Speed (kph)\")\n",
    "plt.title(\"City Latitude vs Wind Speed\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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