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January 18, 2022 09:26
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Save py-ranoid/f31fed3a9c21758f2e714194b5e7e07b to your computer and use it in GitHub Desktop.
Fetches day-wise historic weather data from https://climate.northwestknowledge.net/NWTOOLBOX/formattedDownloads.php
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import requests | |
import pandas as pd | |
def get_weather_df(lat='40.7128',lon='-74.006',start_date='1979-01-01', end_date='2022-01-15'): | |
headers = { | |
'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/97.0.4692.71 Safari/537.36', | |
'Origin': 'https://climate.northwestknowledge.net', | |
'Sec-Fetch-Site': 'cross-site', | |
'Sec-Fetch-Mode': 'cors', | |
'Sec-Fetch-Dest': 'empty', | |
'Referer': 'https://climate.northwestknowledge.net/', | |
'Accept-Language': 'en-GB,en-US;q=0.9,en;q=0.8', | |
} | |
params = ( | |
('decimal-precision', '5'), | |
('positive-east-longitude', 'False'), | |
('lat', lat), ('lon', lon), | |
('start-date', start_date), ('end-date', end_date), | |
('data-path', ['http://thredds.northwestknowledge.net/thredds/dodsC/agg_met_tmmn_1979_CurrentYear_CONUS.nc', 'http://thredds.northwestknowledge.net/thredds/dodsC/agg_met_tmmx_1979_CurrentYear_CONUS.nc', 'http://thredds.northwestknowledge.net/thredds/dodsC/agg_met_pr_1979_CurrentYear_CONUS.nc']), | |
('variable', ['daily_minimum_temperature', 'daily_maximum_temperature', 'precipitation_amount']), | |
('variable-name', ['tmmn', 'tmmx', 'pr']), | |
('request-JSON', 'True'), | |
) | |
response = requests.get('https://climate-dev.nkn.uidaho.edu/Services/get-netcdf-data/', headers=headers, params=params) | |
data = response.json()['data'][0] | |
weather_df = pd.DataFrame({i:data[i] for i in data.keys() if i not in ['lat_lon', 'metadata']}) | |
return weather_df | |
get_weather_df('40.7128', '-74.006').to_csv('~/Downloads/hist_weather.csv') |
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