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core.py
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core.py
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import warnings
from functools import wraps
from builtins import str
try:
from functools import lru_cache
except ImportError:
from backports.functools_lru_cache import lru_cache
import pkg_resources
__version__ = pkg_resources.require("census")[0].version
ALL = '*'
def new_session(*args, **kwargs):
import requests
return requests.session(*args, **kwargs)
class APIKeyError(Exception):
""" Invalid API key
"""
def __init__(self, value):
self.value = value
def __str__(self):
return repr(self.value)
def list_or_str(v):
""" Convert a single value into a list.
"""
if isinstance(v, (list, tuple)):
return v
return [v]
def float_or_str(v):
try:
return float(v)
except ValueError:
return str(v)
def supported_years(*years):
def inner(func):
@wraps(func)
def wrapper(self, *args, **kwargs):
year = kwargs.get('year', self.default_year)
_years = years if years else self.years
if int(year) not in _years:
raise UnsupportedYearException(
'Geography is not available in {}. Available years include {}'.format(year, _years))
return func(self, *args, **kwargs)
return wrapper
return inner
def retry_on_transient_error(func):
def wrapper(self, *args, **kwargs):
for _ in range(max(self.retries - 1, 0)):
try:
result = func(self, *args, **kwargs)
except CensusException as e:
if "There was an error while running your query. We've logged the error and we'll correct it ASAP. Sorry for the inconvenience." in str(e):
pass
else:
raise
else:
return result
else:
return func(self, *args, **kwargs)
return wrapper
def chunks(l, n):
"""Yield successive n-sized chunks from l."""
for i in range(0, len(l), n):
yield l[i:i + n]
def merge(dicts):
return dict(item for d in dicts for item in d.items())
class CensusException(Exception):
pass
class UnsupportedYearException(CensusException):
pass
class Client(object):
endpoint_url = 'https://api.census.gov/data/%s/%s'
definitions_url = 'https://api.census.gov/data/%s/%s/variables.json'
definition_url = 'https://api.census.gov/data/%s/%s/variables/%s.json'
groups_url = 'https://api.census.gov/data/%s/%s/groups.json'
def __init__(self, key, year=None, session=None, retries=3):
self._key = key
self.session = session or new_session()
if year:
self.default_year = year
self.retries = retries
def tables(self, year=None):
"""
Returns a list of the data tables available from this source.
"""
# Set the default year if one hasn't been passed
if year is None:
year = self.default_year
# Query the table metadata as raw JSON
tables_url = self.groups_url % (year, self.dataset)
resp = self.session.get(tables_url)
# Pass it out
return resp.json()['groups']
@supported_years()
def fields(self, year=None, flat=False):
if year is None:
year = self.default_year
data = {}
fields_url = self.definitions_url % (year, self.dataset)
resp = self.session.get(fields_url)
obj = resp.json()
if flat:
for key, elem in obj['variables'].items():
if key in ['for', 'in']:
continue
data[key] = "{}: {}".format(elem['concept'], elem['label'])
else:
data = obj['variables']
if 'for' in data:
data.pop("for", None)
if 'in' in data:
data.pop("in", None)
return data
def get(self, fields, geo, year=None, **kwargs):
all_results = (self.query(fifty_fields, geo, year, **kwargs)
for fifty_fields in chunks(fields, 50))
merged_results = [merge(result) for result in zip(*all_results)]
return merged_results
@retry_on_transient_error
def query(self, fields, geo, year=None, **kwargs):
if year is None:
year = self.default_year
fields = list_or_str(fields)
url = self.endpoint_url % (year, self.dataset)
params = {
'get': ",".join(fields),
'for': geo['for'],
'key': self._key,
}
if 'in' in geo:
params['in'] = geo['in']
resp = self.session.get(url, params=params)
if resp.status_code == 200:
try:
data = resp.json()
except ValueError as ex:
if '<title>Invalid Key</title>' in resp.text:
raise APIKeyError(' '.join(resp.text.splitlines()))
else:
raise ex
headers = data.pop(0)
types = [self._field_type(header, year) for header in headers]
results = [{header : (cast(item) if item is not None else None)
for header, cast, item
in zip(headers, types, d)}
for d in data]
return results
elif resp.status_code == 204:
return []
else:
raise CensusException(resp.text)
@lru_cache(maxsize=1024)
def _field_type(self, field, year):
url = self.definition_url % (year, self.dataset, field)
resp = self.session.get(url)
types = {"fips-for" : str,
"fips-in" : str,
"int" : float_or_str,
"float": float,
"string": str}
if resp.status_code == 200:
predicate_type = resp.json().get("predicateType", "string")
return types[predicate_type]
else:
return str
@supported_years()
def us(self, fields, **kwargs):
return self.get(fields, geo={'for': 'us:1'}, **kwargs)
@supported_years()
def state(self, fields, state_fips, **kwargs):
return self.get(fields, geo={
'for': 'state:{}'.format(state_fips),
}, **kwargs)
@supported_years()
def state_county(self, fields, state_fips, county_fips, **kwargs):
return self.get(fields, geo={
'for': 'county:{}'.format(county_fips),
'in': 'state:{}'.format(state_fips),
}, **kwargs)
@supported_years()
def state_place(self, fields, state_fips, place, **kwargs):
return self.get(fields, geo={
'for': 'place:{}'.format(place),
'in': 'state:{}'.format(state_fips),
}, **kwargs)
@supported_years()
def state_district(self, fields, state_fips, district, **kwargs):
warnings.warn(
"state_district refers to congressional districts; use state_congressional_district instead",
DeprecationWarning
)
# throwaway, but we can't pass it in twice.
congressional_district = kwargs.pop('congressional_district', None)
return self.state_congressional_district(fields, state_fips, district, **kwargs)
@supported_years()
def state_congressional_district(self, fields, state_fips, congressional_district, **kwargs):
return self.get(fields, geo={
'for': 'congressional district:{}'.format(congressional_district),
'in': 'state:{}'.format(state_fips),
}, **kwargs)
@supported_years()
def state_legislative_district_upper(self, fields, state_fips, legislative_district, **kwargs):
return self.get(fields, geo={
'for': 'state legislative district (upper chamber):{}'.format(str(legislative_district).zfill(3)),
'in': 'state:{}'.format(state_fips),
}, **kwargs)
@supported_years()
def state_legislative_district_lower(self, fields, state_fips, legislative_district, **kwargs):
return self.get(fields, geo={
'for': 'state legislative district (lower chamber):{}'.format(str(legislative_district).zfill(3)),
'in': 'state:{}'.format(state_fips),
}, **kwargs)
class ACSClient(Client):
def _switch_endpoints(self, year):
if year > 2009:
self.endpoint_url = 'https://api.census.gov/data/%s/acs/%s'
self.definitions_url = 'https://api.census.gov/data/%s/acs/%s/variables.json'
self.definition_url = 'https://api.census.gov/data/%s/acs/%s/variables/%s.json'
self.groups_url = 'https://api.census.gov/data/%s/acs/%s/groups.json'
else:
self.endpoint_url = super(ACSClient, self).endpoint_url
self.definitions_url = super(ACSClient, self).definitions_url
self.definition_url = super(ACSClient, self).definition_url
self.groups_url = super(ACSClient, self).groups_url
def tables(self, *args, **kwargs):
self._switch_endpoints(kwargs.get('year', self.default_year))
return super(ACSClient, self).tables(*args, **kwargs)
def get(self, *args, **kwargs):
self._switch_endpoints(kwargs.get('year', self.default_year))
return super(ACSClient, self).get(*args, **kwargs)
class ACS5Client(ACSClient):
default_year = 2017
dataset = 'acs5'
years = (2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009)
@supported_years()
def state_county_subdivision(self, fields, state_fips,
county_fips, subdiv_fips, **kwargs):
return self.get(fields, geo={
'for': 'county subdivision:{}'.format(subdiv_fips),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}, **kwargs)
@supported_years()
def state_county_tract(self, fields, state_fips,
county_fips, tract, **kwargs):
return self.get(fields, geo={
'for': 'tract:{}'.format(tract),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}, **kwargs)
@supported_years()
def state_county_blockgroup(self, fields, state_fips, county_fips,
blockgroup, tract=None, **kwargs):
geo = {
'for': 'block group:{}'.format(blockgroup),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}
if tract:
geo['in'] += ' tract:{}'.format(tract)
return self.get(fields, geo=geo, **kwargs)
@supported_years(2017, 2016, 2015, 2014, 2013, 2012, 2011)
def zipcode(self, fields, zcta, **kwargs):
return self.get(fields, geo={
'for': 'zip code tabulation area:{}'.format(zcta),
}, **kwargs)
class ACS5DpClient(ACS5Client):
dataset = 'acs5/profile'
years = (2017, 2016, 2015, 2014, 2013, 2012)
class ACS3Client(ACSClient):
default_year = 2013
dataset = 'acs3'
years = (2013, 2012)
@supported_years()
def state_county_subdivision(self, fields, state_fips,
county_fips, subdiv_fips, **kwargs):
return self.get(fields, geo={
'for': 'county subdivision:{}'.format(subdiv_fips),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}, **kwargs)
class ACS3DpClient(ACS3Client):
dataset = 'acs3/profile'
class ACS1Client(ACSClient):
default_year = 2017
dataset = 'acs1'
years = (2017, 2016, 2015, 2014, 2013, 2012, 2011)
@supported_years()
def state_county_subdivision(self, fields, state_fips,
county_fips, subdiv_fips, **kwargs):
return self.get(fields, geo={
'for': 'county subdivision:{}'.format(subdiv_fips),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}, **kwargs)
class ACS1DpClient(ACS1Client):
dataset = 'acs1/profile'
years = (2017, 2016, 2015, 2014, 2013, 2012)
class SF1Client(Client):
default_year = 2010
dataset = 'sf1'
years = (2010, 2000, 1990)
def _switch_endpoints(self, year):
if year > 2000:
self.endpoint_url = 'https://api.census.gov/data/%s/dec/%s'
self.definitions_url = 'https://api.census.gov/data/%s/dec/%s/variables.json'
self.definition_url = 'https://api.census.gov/data/%s/dec/%s/variables/%s.json'
self.groups_url = 'https://api.census.gov/data/%s/dec/%s/groups.json'
else:
self.endpoint_url = super(SF1Client, self).endpoint_url
self.definitions_url = super(SF1Client, self).definitions_url
self.definition_url = super(SF1Client, self).definition_url
self.groups_url = super(SF1Client, self).groups_url
def tables(self, *args, **kwargs):
self._switch_endpoints(kwargs.get('year', self.default_year))
return super(SF1Client, self).tables(*args, **kwargs)
def get(self, *args, **kwargs):
self._switch_endpoints(kwargs.get('year', self.default_year))
return super(SF1Client, self).get(*args, **kwargs)
@supported_years()
def state_county_subdivision(self, fields, state_fips,
county_fips, subdiv_fips, **kwargs):
return self.get(fields, geo={
'for': 'county subdivision:{}'.format(subdiv_fips),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}, **kwargs)
@supported_years()
def state_county_tract(self, fields, state_fips,
county_fips, tract, **kwargs):
return self.get(fields, geo={
'for': 'tract:{}'.format(tract),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}, **kwargs)
@supported_years()
def state_county_blockgroup(self, fields, state_fips, county_fips,
blockgroup, tract=None, **kwargs):
geo = {
'for': 'block group:{}'.format(blockgroup),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}
if tract:
geo['in'] += ' tract:{}'.format(tract)
return self.get(fields, geo=geo, **kwargs)
@supported_years(2010)
def state_msa(self, fields, state_fips, msa, **kwargs):
return self.get(fields, geo={
'for': ('metropolitan statistical area/' +
'micropolitan statistical area (or part):{}'.format(msa)),
'in': 'state:{}'.format(state_fips),
}, **kwargs)
@supported_years(2010)
def state_csa(self, fields, state_fips, csa, **kwargs):
return self.get(fields, geo={
'for': 'combined statistical area (or part):{}'.format(csa),
'in': 'state:{}'.format(state_fips),
}, **kwargs)
@supported_years(2010)
def state_district_place(self, fields, state_fips,
district, place, **kwargs):
return self.get(fields, geo={
'for': 'place/remainder (or part):{}'.format(place),
'in': 'state:{} congressional district:{}'.format(
state_fips, district),
}, **kwargs)
@supported_years(2010)
def state_zipcode(self, fields, state_fips, zcta, **kwargs):
return self.get(fields, geo={
'for': 'zip code tabulation area (or part):{}'.format(zcta),
'in': 'state:{}'.format(state_fips),
}, **kwargs)
class SF3Client(Client):
default_year = 2000
dataset = 'sf3'
years = (2000, 1990)
@supported_years()
def state_county_tract(self, fields, state_fips,
county_fips, tract, **kwargs):
return self.get(fields, geo={
'for': 'tract:{}'.format(tract),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}, **kwargs)
@supported_years()
def state_county_blockgroup(self, fields, state_fips, county_fips,
blockgroup, tract=None, **kwargs):
geo = {
'for': 'block group:{}'.format(blockgroup),
'in': 'state:{} county:{}'.format(state_fips, county_fips),
}
if tract:
geo['in'] += ' tract:{}'.format(tract)
return self.get(fields, geo=geo, **kwargs)
class Census(object):
ALL = ALL
def __init__(self, key, year=None, session=None):
if not session:
session = new_session()
self.session = session
self.session.headers.update({
'User-Agent': ('python-census/{} '.format(__version__) +
'github.com/datamade/census')
})
self._acs = ACS5Client(key, year, session) # deprecated
self.acs5 = ACS5Client(key, year, session)
self.acs3 = ACS3Client(key, year, session)
self.acs1 = ACS1Client(key, year, session)
self.acs5dp = ACS5DpClient(key, year, session)
self.acs3dp = ACS3DpClient(key, year, session)
self.acs1dp = ACS1DpClient(key, year, session)
self.sf1 = SF1Client(key, year, session)
self.sf3 = SF3Client(key, year, session)
@property
def acs(self):
warnings.warn('Use acs5 instead of acs', DeprecationWarning)
return self._acs