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import requests

url = 'http://localhost:8080/FewsWebServices/rest/fewspiservice/v1/timeseries'
params = dict(
    documentVersion='1.23',
    documentFormat='PI_JSON'
)
response = requests.get(url=url, params=params)
data = response.json()

To see an example of creating a time series plot with python using matplotlib, see the following Python Matplotlib time series example. 

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Using popular javascript libraries like leaflet, jquery and mapbox a web application can be made using the FEWS PI-JSON REST Web Service. The following example shows how to get all locations from FEWS and plot them on a map:

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This requires For the following html/ javascript code see:

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 Javascript locations Example