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delphi_epidata.py
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delphi_epidata.py
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"""
A module for DELPHI's Epidata API.
https://github.com/cmu-delphi/delphi-epidata
Notes:
- Requires the `requests` module.
- Compatible with Python 2 and 3.
"""
# External modules
import requests
# Because the API is stateless, the Epidata class only contains static methods
class Epidata:
"""An interface to DELPHI's Epidata API."""
# API base url
BASE_URL = 'https://delphi.cmu.edu/epidata/api.php'
# Helper function to cast values and/or ranges to strings
@staticmethod
def _listitem(value):
"""Cast values and/or range to a string."""
if isinstance(value, dict) and 'from' in value and 'to' in value:
return str(value['from']) + '-' + str(value['to'])
else:
return str(value)
# Helper function to build a list of values and/or ranges
@staticmethod
def _list(values):
"""Turn a list/tuple of values/ranges into a comma-separated string."""
if not isinstance(values, (list, tuple)):
values = [values]
return ','.join([Epidata._listitem(value) for value in values])
# Helper function to request and parse epidata
@staticmethod
def _request(params):
"""Request and parse epidata."""
try:
# API call
return requests.get(Epidata.BASE_URL, params).json()
except Exception as e:
# Something broke
return {'result': 0, 'message': 'error: ' + str(e)}
# Raise an Exception on error, otherwise return epidata
@staticmethod
def check(resp):
"""Raise an Exception on error, otherwise return epidata."""
if resp['result'] != 1:
msg, code = resp['message'], resp['result']
raise Exception('Error fetching epidata: %s. (result=%d)' % (msg, code))
return resp['epidata']
# Build a `range` object (ex: dates/epiweeks)
@staticmethod
def range(from_, to_):
"""Build a `range` object (ex: dates/epiweeks)."""
if to_ <= from_:
from_, to_ = to_, from_
return {'from': from_, 'to': to_}
# Fetch FluView data
@staticmethod
def fluview(regions, epiweeks, issues=None, lag=None, auth=None):
"""Fetch FluView data."""
# Check parameters
if regions is None or epiweeks is None:
raise Exception('`regions` and `epiweeks` are both required')
if issues is not None and lag is not None:
raise Exception('`issues` and `lag` are mutually exclusive')
# Set up request
params = {
'source': 'fluview',
'regions': Epidata._list(regions),
'epiweeks': Epidata._list(epiweeks),
}
if issues is not None:
params['issues'] = Epidata._list(issues)
if lag is not None:
params['lag'] = lag
if auth is not None:
params['auth'] = auth
# Make the API call
return Epidata._request(params)
# Fetch FluView metadata
@staticmethod
def fluview_meta():
"""Fetch FluView metadata."""
# Set up request
params = {
'source': 'fluview_meta',
}
# Make the API call
return Epidata._request(params)
# Fetch FluView clinical data
@staticmethod
def fluview_clinical(regions, epiweeks, issues=None, lag=None):
"""Fetch FluView clinical data."""
# Check parameters
if regions is None or epiweeks is None:
raise Exception('`regions` and `epiweeks` are both required')
if issues is not None and lag is not None:
raise Exception('`issues` and `lag` are mutually exclusive')
# Set up request
params = {
'source': 'fluview_clinical',
'regions': Epidata._list(regions),
'epiweeks': Epidata._list(epiweeks),
}
if issues is not None:
params['issues'] = Epidata._list(issues)
if lag is not None:
params['lag'] = lag
# Make the API call
return Epidata._request(params)
# Fetch FluSurv data
@staticmethod
def flusurv(locations, epiweeks, issues=None, lag=None):
"""Fetch FluSurv data."""
# Check parameters
if locations is None or epiweeks is None:
raise Exception('`locations` and `epiweeks` are both required')
if issues is not None and lag is not None:
raise Exception('`issues` and `lag` are mutually exclusive')
# Set up request
params = {
'source': 'flusurv',
'locations': Epidata._list(locations),
'epiweeks': Epidata._list(epiweeks),
}
if issues is not None:
params['issues'] = Epidata._list(issues)
if lag is not None:
params['lag'] = lag
# Make the API call
return Epidata._request(params)
# Fetch PAHO Dengue data
@staticmethod
def paho_dengue(regions, epiweeks, issues=None, lag=None):
"""Fetch PAHO Dengue data."""
# Check parameters
if regions is None or epiweeks is None:
raise Exception('`regions` and `epiweeks` are both required')
if issues is not None and lag is not None:
raise Exception('`issues` and `lag` are mutually exclusive')
# Set up request
params = {
'source': 'paho_dengue',
'regions': Epidata._list(regions),
'epiweeks': Epidata._list(epiweeks),
}
if issues is not None:
params['issues'] = Epidata._list(issues)
if lag is not None:
params['lag'] = lag
# Make the API call
return Epidata._request(params)
# Fetch ECDC ILI data
@staticmethod
def ecdc_ili(regions, epiweeks, issues=None, lag=None):
"""Fetch ECDC ILI data."""
# Check parameters
if regions is None or epiweeks is None:
raise Exception('`regions` and `epiweeks` are both required')
if issues is not None and lag is not None:
raise Exception('`issues` and `lag` are mutually exclusive')
# Set up request
params = {
'source': 'ecdc_ili',
'regions': Epidata._list(regions),
'epiweeks': Epidata._list(epiweeks),
}
if issues is not None:
params['issues'] = Epidata._list(issues)
if lag is not None:
params['lag'] = lag
# Make the API call
return Epidata._request(params)
# Fetch KCDC ILI data
@staticmethod
def kcdc_ili(regions, epiweeks, issues=None, lag=None):
"""Fetch KCDC ILI data."""
# Check parameters
if regions is None or epiweeks is None:
raise Exception('`regions` and `epiweeks` are both required')
if issues is not None and lag is not None:
raise Exception('`issues` and `lag` are mutually exclusive')
# Set up request
params = {
'source': 'kcdc_ili',
'regions': Epidata._list(regions),
'epiweeks': Epidata._list(epiweeks),
}
if issues is not None:
params['issues'] = Epidata._list(issues)
if lag is not None:
params['lag'] = lag
# Make the API call
return Epidata._request(params)
# Fetch Google Flu Trends data
@staticmethod
def gft(locations, epiweeks):
"""Fetch Google Flu Trends data."""
# Check parameters
if locations is None or epiweeks is None:
raise Exception('`locations` and `epiweeks` are both required')
# Set up request
params = {
'source': 'gft',
'locations': Epidata._list(locations),
'epiweeks': Epidata._list(epiweeks),
}
# Make the API call
return Epidata._request(params)
# Fetch Google Health Trends data
@staticmethod
def ght(auth, locations, epiweeks, query):
"""Fetch Google Health Trends data."""
# Check parameters
if auth is None or locations is None or epiweeks is None or query is None:
raise Exception('`auth`, `locations`, `epiweeks`, and `query` are all required')
# Set up request
params = {
'source': 'ght',
'auth': auth,
'locations': Epidata._list(locations),
'epiweeks': Epidata._list(epiweeks),
'query': query,
}
# Make the API call
return Epidata._request(params)
# Fetch HealthTweets data
@staticmethod
def twitter(auth, locations, dates=None, epiweeks=None):
"""Fetch HealthTweets data."""
# Check parameters
if auth is None or locations is None:
raise Exception('`auth` and `locations` are both required')
if not ((dates is None) ^ (epiweeks is None)):
raise Exception('exactly one of `dates` and `epiweeks` is required')
# Set up request
params = {
'source': 'twitter',
'auth': auth,
'locations': Epidata._list(locations),
}
if dates is not None:
params['dates'] = Epidata._list(dates)
if epiweeks is not None:
params['epiweeks'] = Epidata._list(epiweeks)
# Make the API call
return Epidata._request(params)
# Fetch Wikipedia access data
@staticmethod
def wiki(articles, dates=None, epiweeks=None, hours=None, language='en'):
"""Fetch Wikipedia access data."""
# Check parameters
if articles is None:
raise Exception('`articles` is required')
if not ((dates is None) ^ (epiweeks is None)):
raise Exception('exactly one of `dates` and `epiweeks` is required')
# Set up request
params = {
'source': 'wiki',
'articles': Epidata._list(articles),
'language': language,
}
if dates is not None:
params['dates'] = Epidata._list(dates)
if epiweeks is not None:
params['epiweeks'] = Epidata._list(epiweeks)
if hours is not None:
params['hours'] = Epidata._list(hours)
# Make the API call
return Epidata._request(params)
# Fetch CDC page hits
@staticmethod
def cdc(auth, epiweeks, locations):
"""Fetch CDC page hits."""
# Check parameters
if auth is None or epiweeks is None or locations is None:
raise Exception('`auth`, `epiweeks`, and `locations` are all required')
# Set up request
params = {
'source': 'cdc',
'auth': auth,
'epiweeks': Epidata._list(epiweeks),
'locations': Epidata._list(locations),
}
# Make the API call
return Epidata._request(params)
# Fetch Quidel data
@staticmethod
def quidel(auth, epiweeks, locations):
"""Fetch Quidel data."""
# Check parameters
if auth is None or epiweeks is None or locations is None:
raise Exception('`auth`, `epiweeks`, and `locations` are all required')
# Set up request
params = {
'source': 'quidel',
'auth': auth,
'epiweeks': Epidata._list(epiweeks),
'locations': Epidata._list(locations),
}
# Make the API call
return Epidata._request(params)
# Fetch NoroSTAT data (point data, no min/max)
@staticmethod
def norostat(auth, location, epiweeks):
"""Fetch NoroSTAT data (point data, no min/max)."""
# Check parameters
if auth is None or location is None or epiweeks is None:
raise Exception('`auth`, `location`, and `epiweeks` are all required')
# Set up request
params = {
'source': 'norostat',
'auth': auth,
'location': location,
'epiweeks': Epidata._list(epiweeks),
}
# Make the API call
return Epidata._request(params)
# Fetch NoroSTAT metadata
@staticmethod
def meta_norostat(auth):
"""Fetch NoroSTAT metadata."""
# Check parameters
if auth is None:
raise Exception('`auth` is required')
# Set up request
params = {
'source': 'meta_norostat',
'auth': auth,
}
# Make the API call
return Epidata._request(params)
# Fetch AFHSB data
@staticmethod
def afhsb(auth, locations, epiweeks, flu_types):
"""Fetch AFHSB data (point data, no min/max)."""
# Check parameters
if auth is None or locations is None or epiweeks is None or flu_types is None:
raise Exception('`auth`, `locations`, `epiweeks` and `flu_types` are all required')
loc_exception = 'Location parameter `{}` is invalid. Valid `location` parameters are: '\
'`hhs[1-10]`, `cen[1-9]`, 2-letter state code or 3-letter country code.'
for location in locations:
location = location.lower()
if (location.startswith('hhs') or location.startswith('cen')):
prefix, postfix = location[:3], location[3:]
if (postfix.isnumeric()):
region_num = int(postfix)
if (region_num < 1 or region_num > 10 or (region_num == 10 and prefix == 'cen')):
raise Exception(loc_exception.format(location))
else:
raise Exception(loc_exception.format(location))
elif (len(location) < 2 or len(location) > 3):
raise Exception(loc_exception.format(location))
flu_exception = 'Flu-type parameters `{}` is invalid. Valid flu-type parameters are: '\
'`flu1`, `flu2`, `flu3`, `ili`, `flu2-flu1`, `flu3-flu2`, `ili-flu3`.'
valid_flu_types = ['flu1', 'flu2', 'flu3', 'ili', 'flu2-flu1', 'flu3-flu2', 'ili-flu3']
for flu_type in flu_types:
if (not flu_type in valid_flu_types):
raise Exception(flu_exception.format(flu_type))
# Set up request
params = {
'source': 'afhsb',
'auth': auth,
'locations': Epidata._list(locations),
'epiweeks': Epidata._list(epiweeks),
'flu_types': Epidata._list(flu_types)
}
# Make the API call
return Epidata._request(params)
# Fetch AFHSB metadata
@staticmethod
def meta_afhsb(auth):
"""Fetch AFHSB metadata."""
# Check parameters
if auth is None:
raise Exception('`auth` is required')
# Set up request
params = {
'source': 'meta_afhsb',
'auth': auth,
}
# Make the API call
return Epidata._request(params)
# Fetch NIDSS flu data
@staticmethod
def nidss_flu(regions, epiweeks, issues=None, lag=None):
"""Fetch NIDSS flu data."""
# Check parameters
if regions is None or epiweeks is None:
raise Exception('`regions` and `epiweeks` are both required')
if issues is not None and lag is not None:
raise Exception('`issues` and `lag` are mutually exclusive')
# Set up request
params = {
'source': 'nidss_flu',
'regions': Epidata._list(regions),
'epiweeks': Epidata._list(epiweeks),
}
if issues is not None:
params['issues'] = Epidata._list(issues)
if lag is not None:
params['lag'] = lag
# Make the API call
return Epidata._request(params)
# Fetch NIDSS dengue data
@staticmethod
def nidss_dengue(locations, epiweeks):
"""Fetch NIDSS dengue data."""
# Check parameters
if locations is None or epiweeks is None:
raise Exception('`locations` and `epiweeks` are both required')
# Set up request
params = {
'source': 'nidss_dengue',
'locations': Epidata._list(locations),
'epiweeks': Epidata._list(epiweeks),
}
# Make the API call
return Epidata._request(params)
# Fetch Delphi's forecast
@staticmethod
def delphi(system, epiweek):
"""Fetch Delphi's forecast."""
# Check parameters
if system is None or epiweek is None:
raise Exception('`system` and `epiweek` are both required')
# Set up request
params = {
'source': 'delphi',
'system': system,
'epiweek': epiweek,
}
# Make the API call
return Epidata._request(params)
# Fetch Delphi's digital surveillance sensors
@staticmethod
def sensors(auth, names, locations, epiweeks):
"""Fetch Delphi's digital surveillance sensors."""
# Check parameters
if auth is None or names is None or locations is None or epiweeks is None:
raise Exception('`auth`, `names`, `locations`, and `epiweeks` are all required')
# Set up request
params = {
'source': 'sensors',
'auth': auth,
'names': Epidata._list(names),
'locations': Epidata._list(locations),
'epiweeks': Epidata._list(epiweeks),
}
# Make the API call
return Epidata._request(params)
# Fetch Delphi's dengue digital surveillance sensors
@staticmethod
def dengue_sensors(auth, names, locations, epiweeks):
"""Fetch Delphi's digital surveillance sensors."""
# Check parameters
if auth is None or names is None or locations is None or epiweeks is None:
raise Exception('`auth`, `names`, `locations`, and `epiweeks` are all required')
# Set up request
params = {
'source': 'dengue_sensors',
'auth': auth,
'names': Epidata._list(names),
'locations': Epidata._list(locations),
'epiweeks': Epidata._list(epiweeks),
}
# Make the API call
return Epidata._request(params)
# Fetch Delphi's wILI nowcast
@staticmethod
def nowcast(locations, epiweeks):
"""Fetch Delphi's wILI nowcast."""
# Check parameters
if locations is None or epiweeks is None:
raise Exception('`locations` and `epiweeks` are both required')
# Set up request
params = {
'source': 'nowcast',
'locations': Epidata._list(locations),
'epiweeks': Epidata._list(epiweeks),
}
# Make the API call
return Epidata._request(params)
# Fetch Delphi's dengue nowcast
@staticmethod
def dengue_nowcast(locations, epiweeks):
"""Fetch Delphi's dengue nowcast."""
# Check parameters
if locations is None or epiweeks is None:
raise Exception('`locations` and `epiweeks` are both required')
# Set up request
params = {
'source': 'dengue_nowcast',
'locations': Epidata._list(locations),
'epiweeks': Epidata._list(epiweeks),
}
# Make the API call
return Epidata._request(params)
# Fetch API metadata
@staticmethod
def meta():
"""Fetch API metadata."""
return Epidata._request({'source': 'meta'})
# Fetch Delphi's COVID-19 Surveillance Streams
@staticmethod
def covidcast(data_source, signal, time_type, geo_type, time_values, geo_value):
"""Fetch Delphi's COVID-19 Surveillance Streams"""
# Check parameters
if data_source is None or signal is None or time_type is None or geo_type is None or time_values is None or geo_value is None:
raise Exception('`data_source`, `signal`, `time_type`, `geo_type`, `time_values`, and `geo_value` are all required')
# Set up request
params = {
'source': 'covidcast',
'data_source': data_source,
'signal': signal,
'time_type': time_type,
'geo_type': geo_type,
'time_values': Epidata._list(time_values),
'geo_value': geo_value,
}
# Make the API call
return Epidata._request(params)
# Fetch Delphi's COVID-19 Surveillance Streams metadata
@staticmethod
def covidcast_meta():
"""Fetch Delphi's COVID-19 Surveillance Streams metadata"""
return Epidata._request({'source': 'covidcast_meta'})