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WeatherPy Analysis.ipynb
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WeatherPy Analysis

  • In genreal, temperature rises as we approach the equator. Although we do see some even higher temperatures around 10-30N.

  • Humidity is high around the euquator, and it reaches a low around 20N.

  • Latitude does not seem to be a huge factor when it comes to cloudiness and wind speed. We can see varying levels of cloudiness and wind speed across all latitudes.

import numpy as np
from citipy import citipy
from config import api_key
import openweathermapy.core as owm
import pandas as pd
from datetime import datetime
import matplotlib.pyplot as plt

Generate Cities List

# Randomly select 2000 pairs of latitude/longitude.
np.random.seed(1)
lats = np.random.uniform(-90,90,[2000])
lons = np.random.uniform(-180,180,[2000])
# Get a list of nearest cities.
cities_ls = [citipy.nearest_city(i,j).city_name for i,j in zip(lats, lons)]
len(cities_ls)
2000

# Drop duplicates.
cities = set(cities_ls)
len(cities)
773

Perform API Calls

settings = {"appid": api_key, "units": "imperial"}
responses = []
n = 0
for city in cities:
    try:
        responses.append(owm.get_current(city, **settings))
    except:
        n += 1
print(f"No results for {n} cities.")
No results for 81 cities.

summary = ["name", "sys.country", "coord.lat", "dt", "main.temp", "main.humidity", "clouds.all", "wind.speed"]
data = [responses[_](*summary) for _ in range(len(responses))]
for _ in range(len(data)):
    print(f"http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q={data[_][0].lower().replace(' ', '+')}")
# See Bootcampspot for "appid".
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=mount+gambier
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=nikolayevsk-na-amure
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ayorou
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=mae+sai
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=naliya
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=haines+junction
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=charlestown
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=touros
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=san+quintin
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=namwala
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=muncar
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=khandbari
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=tiarei
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=carnarvon
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=nhulunbuy
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=bubaque
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=jizan
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=tazovskiy
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=havelock
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=hambantota
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=karlskrona
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=mahina
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=salisbury
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=edinburg
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=listvyanka
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=san+patricio
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=tiksi
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=provost
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=srednekolymsk
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=alta+floresta
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=baiyin
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=butaritari
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=torbay
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ponta+pora
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ushuaia
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=praxedis+guerrero
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kontagora
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=port+hedland
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ambilobe
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=shelburne
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=saint-francois
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ucluelet
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=shimoda
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=upata
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=yeppoon
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=lasem
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=pekan
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=manokwari
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=barcelona
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=keti+bandar
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=simao
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=nizwa
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=shajapur
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=muscat
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kabare
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=biak
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=tel+aviv-yafo
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=vaini
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=rapu-rapu
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=acari
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=deputatskiy
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=boddam
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=orlik
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=lamont
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=arlit
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=qaanaaq
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=martapura
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=moissala
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=lavrentiya
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=luangwa
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=imbituba
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=adeje
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=tahe
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=preobrazheniye
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ratnagiri
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=totness
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ilulissat
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=vao
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=vestmannaeyjar
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=pevek
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=acajutla
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=bandar-e+lengeh
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=novyy+urengoy
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=bredasdorp
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=moa
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=muskegon
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=berezivka
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=rio+grande
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=bay+roberts
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kathu
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=nautla
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=yarada
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=karratha
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=grand+gaube
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=auch
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=lodja
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=auki
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=rawson
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=porto+walter
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=baykit
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=noshiro
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kargopol
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=pechora
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=blenheim
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=leningradskiy
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=igarka
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=mount+isa
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=gravdal
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=inirida
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=clyde+river
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=lerwick
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=gawler
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=shepetivka
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=shingu
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=beloha
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=robertsport
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=seymchan
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=nome
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=taoudenni
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=cayenne
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=valparaiso
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=saint-augustin
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=hanmer+springs
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=karpogory
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=saskylakh
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=makakilo+city
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=lexington+park
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=yumen
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=saint-pierre
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=xuddur
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kingaroy
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=port+blair
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=navolato
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=san+cristobal
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=sawakin
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=san+vicente
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=saint+george
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=morant+bay
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=teacapan
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=buala
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=tornio
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=lobez
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=chernyshevskiy
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=yuci
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kumluca
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=dingle
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kungurtug
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=zelenets
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ilam
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=beian
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=thompson
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=nabire
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=hinton
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=airai
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ambovombe
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=zafra
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=oussouye
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=constancia
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=avera
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=beboto
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=puerto+ayora
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=mendi
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=hatillo
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=oro+valley
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=matara
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=catuday
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=huzhou
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=nalut
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=chicama
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=fare
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=marzuq
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=port+alfred
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=pauini
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=bathsheba
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=gamba
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=tamiahua
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=astana
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=itarema
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=marawi
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=gat
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=lata
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=poum
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=awbari
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kavaratti
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=westport
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=sola
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=amuntai
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=norman+wells
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=darnah
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=salinas
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=east+london
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=talnakh
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=vavoua
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=rikitea
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kruisfontein
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=heihe
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=luderitz
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=schrems
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=kigoma
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=harper
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=petropavlovsk-kamchatskiy
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=marsa+matruh
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=bindura
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=muzhi
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=imeni+poliny+osipenko
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=hofn
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=placerville
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=goldap
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=gornopravdinsk
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=lima
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=chifeng
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ayagoz
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http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=upernavik
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=gamboula
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=salamiyah
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=port+augusta
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=morlaix
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=paungde
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=tual
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=fort+madison
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=aktau
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=cabinda
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=bhera
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=wajima
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ribeira+grande
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=katsuura
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=nizhniy+ingash
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=turukhansk
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=maragogi
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ostrovnoy
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=francistown
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=miri
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=ugoofaaru
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=fortuna
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=sao+joao+da+barra
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=jamestown
http://api.openweathermap.org/data/2.5/weather?appid=***&units=imperial&q=port-gentil

df = pd.DataFrame(data, columns=["City", "Country", "Latitude", "Time", 
                                 "Temperature (F)", "Humidity (%)", "Cloudiness (%)", "Wind Speed (mph)"])
for _ in df.index.values:
    df.loc[_, "Time"] = datetime.fromtimestamp(df.loc[_, "Time"]).strftime('%Y-%m-%d %H:%M:%S')
df.to_csv("weather_data.csv", index=False)
df.head()
<style scoped> .dataframe tbody tr th:only-of-type { vertical-align: middle; } 
.dataframe tbody tr th {
    vertical-align: top;
}

.dataframe thead th {
    text-align: right;
}
</style>
City Country Latitude Time Temperature (F) Humidity (%) Cloudiness (%) Wind Speed (mph)
0 Mount Gambier AU -37.83 2018-05-23 13:07:11 51.03 100 80 2.75
1 Nikolayevsk-na-amure RU 53.14 2018-05-23 13:07:11 40.14 67 76 11.25
2 Ayorou NE 14.73 2018-05-23 13:07:11 104.04 18 8 6.55
3 Mae Sai MM 20.44 2018-05-23 12:00:00 77.00 94 0 1.63
4 Naliya IN 23.26 2018-05-23 13:07:12 80.01 79 0 7.78 
df.info()
# 692 = 773 - 81
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 692 entries, 0 to 691
Data columns (total 8 columns):
City                692 non-null object
Country             692 non-null object
Latitude            692 non-null float64
Time                692 non-null object
Temperature (F)     692 non-null float64
Humidity (%)        692 non-null int64
Cloudiness (%)      692 non-null int64
Wind Speed (mph)    692 non-null float64
dtypes: float64(3), int64(2), object(3)
memory usage: 43.3+ KB

City Latitude vs. Weather Plots

plt.style.use("seaborn-darkgrid")
plt.figure(figsize=(10,7.5))
plt.scatter(df["Latitude"], df["Temperature (F)"], s=50, c="b", lw=1, edgecolors="k")
plt.title("City Latitude vs. Temperature (5/23/2018)", size=15)
plt.xlabel("Latitude", size=15)
plt.ylabel("Temperature (F)", size=15)
plt.savefig("plot1")
plt.show()

png

plt.figure(figsize=(10,7.5))
plt.scatter(df["Latitude"], df["Humidity (%)"], s=50, c="b", lw=1, edgecolors="k")
plt.title("City Latitude vs. Humidity (5/23/2018)", size=15)
plt.xlabel("Latitude", size=15)
plt.ylabel("Humidity (%)", size=15)
plt.savefig("plot2")
plt.show()

png

plt.figure(figsize=(10,7.5))
plt.scatter(df["Latitude"], df["Cloudiness (%)"], s=50, c="b", lw=1, edgecolors="k")
plt.title("City Latitude vs. Cloudiness (5/23/2018)", size=15)
plt.xlabel("Latitude", size=15)
plt.ylabel("Cloudiness (%)", size=15)
plt.savefig("plot3")
plt.show()

png

plt.figure(figsize=(10,7.5))
plt.scatter(df["Latitude"], df["Wind Speed (mph)"], s=50, c="b", lw=1, edgecolors="k")
plt.title("City Latitude vs. Wind Speed (5/23/2018)", size=15)
plt.xlabel("Latitude", size=15)
plt.ylabel("Wind Speed (mph)", size=15)
plt.savefig("plot4")
plt.show()

png

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