- The highest temperatures are between the latitudes 20 and 40, the behavior is not symmetric when comparing with between -20 and -40. This is a bit different to the expected result of temperature being high between 0 and 20.
- For cities, at the same latitude, the temperature seems to be low for cities that have higher percentage of humidity.
- There seems to be no correlation between either Cloudiness or wind speed and the city temperatures.
# Dependencies and Setup
import matplotlib.pyplot as plt
import pandas as pd
import numpy as np
import requests
import time
# Import API key
import api_keys
# Incorporated citipy to determine city based on latitude and longitude
from citipy import citipy
# Output File (CSV)
output_data_file = "output_data/cities.csv"
# Range of latitudes and longitudes
lat_range = (-90, 90)
lng_range = (-180, 180)# List for holding lat_lngs and cities
lat_lngs = []
cities = []
# Create a set of random lat and lng combinations
lats = np.random.uniform(low=-90.000, high=90.000, size=1500)
lngs = np.random.uniform(low=-180.000, high=180.000, size=1500)
lat_lngs = zip(lats, lngs)
# Identify nearest city for each lat, lng combination
for lat_lng in lat_lngs:
city = citipy.nearest_city(lat_lng[0], lat_lng[1]).city_name
# If the city is unique, then add it to a our cities list
if city not in cities:
cities.append(city)
# Print the city count to confirm sufficient count
len(cities)604
# OpenWeatherMap API Key
api_key = api_keys.api_key
# Starting URL for Weather Map API Call
url = "http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=" + api_key
city_data = []
# Print to logger
print("Beginning Data Retrieval ")
print("-----------------------------")
for city in cities:
city_url = url + "&q=" + city
print(city_url)
try:
city_weather = requests.get(city_url).json()
city_lat = city_weather['coord']['lat']
city_mtemp = city_weather['main']['temp_max']
city_humidity = city_weather['main']['humidity']
city_cloudiness = city_weather['clouds']['all']
city_wspeed = city_weather['wind']['speed']
city_data.append({"city":city,
"Latitude":city_lat,
"Max Temp":city_mtemp,
"Humidity":city_humidity,
"Cloudiness":city_cloudiness,
"Wind Speed":city_wspeed,
})
except:
print("city not found")
pass
# Indicate that Data Loading is complete
print("Data Retrieval Complete ")
Beginning Data Retrieval
-----------------------------
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=nosy varika
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=zambezi
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=tiksi
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=punta arenas
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=bredasdorp
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=barrow
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=petropavlovsk-kamchatskiy
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=barbar
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=corovode
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=port alfred
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=ribeira grande
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=san juan
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=piritiba
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=oum hadjer
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=ust-barguzin
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=eirunepe
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=cape town
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=talcahuano
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=yellowknife
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=ushuaia
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=upernavik
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=buraydah
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=glendive
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=torbay
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=rikitea
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=cayenne
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=suntar
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=mataura
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=leningradskiy
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=jamestown
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=de aar
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=marrakesh
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=andijon
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=east london
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=pisco
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=saldanha
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=mehamn
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=hobart
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=otawara
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=paamiut
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=jutogh
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=ulaanbaatar
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=hilo
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=barentsburg
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=iqaluit
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=kjollefjord
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=los banos
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=busselton
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=mahebourg
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=chumikan
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=tutoia
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=kloulklubed
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=havelock
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=karaul
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=zhezkazgan
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=fort morgan
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=marsaxlokk
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=geraldton
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=faanui
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=puerto ayora
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=ruidoso
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=carnarvon
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=hermanus
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=severo-kurilsk
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=hithadhoo
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=pevek
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=sao joao da barra
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=nizhneyansk
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=cidreira
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=new norfolk
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=lebu
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=kapaa
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=kaitangata
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=wanning
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=tumannyy
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=yanam
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=pameungpeuk
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=nouadhibou
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=santa eulalia del rio
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=attawapiskat
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=illoqqortoormiut
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=yar-sale
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=chokurdakh
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=kodiak
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=mutis
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=butaritari
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=oksovskiy
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=chuy
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=taolanaro
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=vaini
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=saskylakh
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=nikolskoye
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=brae
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=grindavik
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=tautira
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=haibowan
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=saleaula
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=castro
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=belyy yar
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=ancud
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=teya
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=codrington
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=bathsheba
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=port hardy
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=diego de almagro
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=ixtapa
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=aksu
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=college
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=esperance
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=vanavara
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=sentyabrskiy
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=enid
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=adre
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=tasiilaq
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=clyde river
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=bentiu
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=bluff
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=takoradi
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=sinnamary
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=belushya guba
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=saint-philippe
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=mar del plata
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=airai
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=maniitsoq
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=panguna
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=port blair
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=atuona
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=point pedro
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=tuktoyaktuk
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=narrabri
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=amderma
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=karpenision
city not found
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http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=tadine
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=nome
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=yen bai
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=cartagena del chaira
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=alamogordo
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=pyaozerskiy
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=impfondo
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=san ramon de la nueva oran
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=verkhnya syrovatka
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=kuching
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=porangatu
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=niquelandia
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=kodinsk
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=krasnovishersk
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=phan rang
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=lucca
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=sao raimundo das mangabeiras
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=gunjur
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=moss vale
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=ozgon
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=lensk
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=kamenka
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=kimbe
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=visby
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=karauzyak
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=toliary
city not found
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=sampit
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=ponta delgada
http://api.openweathermap.org/data/2.5/weather?units=Imperial&APPID=8e7985f09aa3bf830ab2d84bfc3dd5dc&q=terre haute
Data Retrieval Complete
#creating a dataframe
city_df = pd.DataFrame(city_data)
# re arranging the columns in data frame
city_df = city_df [["city","Cloudiness","Humidity","Latitude","Max Temp","Wind Speed"]]
city_df.head()
| city | Cloudiness | Humidity | Latitude | Max Temp | Wind Speed | |
|---|---|---|---|---|---|---|
| 0 | nosy varika | 36 | 100 | -20.58 | 65.27 | 2.95 |
| 1 | zambezi | 0 | 63 | -13.55 | 57.44 | 5.08 |
| 2 | tiksi | 0 | 99 | 71.64 | 46.82 | 3.06 |
| 3 | punta arenas | 75 | 86 | -53.16 | 39.20 | 8.05 |
| 4 | bredasdorp | 76 | 81 | -34.53 | 48.20 | 12.75 |
## Latitude Vs Max Temperature plot
#plt.scatter(city_df['Latitude'],city_df['Max Temp'],)
city_df.plot(x = 'Latitude',y = 'Max Temp',kind ='scatter',title="Latitude Vs Max Temperature",grid = True)
# save the figure
plt.savefig("output_plots/Max_Temp_vs_Latitude.png")
# Display the plot
plt.show()
## latitude vs Humidity
city_df.plot(x='Latitude',y='Humidity',kind = 'scatter',title ="Latitude vs Humidity",grid = True)
# save the figure
plt.savefig("output_plots/Humidity_vs_Latitude.png")
# Display the plot
plt.show()
# Cloudiness (%) vs. Latitude
city_df.plot(x='Latitude',y='Cloudiness',kind = 'scatter',title ="Cloudiness (%) vs. Latitude",grid = True)
# save the figure
plt.savefig("output_plots/Cloudiness_vs_Latitude.png")
# Display the plot
plt.show()
# Wind Speed (mph) vs. Latitude
city_df.plot(x='Latitude',y='Wind Speed',kind = 'scatter',title ="Wind Speed (mph) vs. Latitude",grid = True)
# Save the figure
plt.savefig("output_plots/Wind_Speed_vs_Latitude.png")
# Show plot
plt.show()
# save the Dataframe to csv file
city_df.to_csv(output_data_file,index_label ="city_id")