original: An object to clone.
Returns:
- The cloned, empty, object.
+ object: The cloned, empty, object.
Examples:
>>> Foo = type("Foo", (list,), {})
@@ -169,7 +169,7 @@ Source code for openfisca_core.commons.misc
array: An array.
Returns:
- str: "None" if the ``array`` is None.
+ str: ``"None"`` if the ``array`` is ``None``.
str: The stringified ``array`` otherwise.
Examples:
@@ -190,7 +190,6 @@ Source code for openfisca_core.commons.misc
"[<class 'list'>, {}, <function stringify_array...]"
"""
-
if array is None:
return "None"
@@ -209,7 +208,7 @@ Source code for openfisca_core.commons.misc
expression: An expression to evaluate.
Returns:
- Array: The result of the evaluation.
+ ndarray: The result of the evaluation.
str: The expression if it couldn't be evaluated.
Examples:
@@ -220,7 +219,6 @@ Source code for openfisca_core.commons.misc
'salary'
"""
-
try:
return numexpr.evaluate(expression)
diff --git a/doc/_modules/openfisca_core/commons/rates.html b/doc/_modules/openfisca_core/commons/rates.html
index c3e781be..ffb8ec9a 100644
--- a/doc/_modules/openfisca_core/commons/rates.html
+++ b/doc/_modules/openfisca_core/commons/rates.html
@@ -123,7 +123,7 @@ Source code for openfisca_core.commons.rates
[docs]
def average_rate(
target: t.Array[numpy.float32],
- varying: t.ArrayLike[float],
+ varying: t.Array[numpy.float32] | t.ArrayLike[float],
trim: None | t.ArrayLike[float] = None,
) -> t.Array[numpy.float32]:
"""Compute the average rate of a target net income.
@@ -141,9 +141,9 @@ Source code for openfisca_core.commons.rates
trim: The lower and upper bounds of the average rate.
Returns:
- Array[numpy.float32]: The average rate for each target. When ``trim``
+ ndarray[float32]: The average rate for each target. When ``trim``
is provided, values that are out of the provided bounds are
- replaced by :any:`numpy.nan`.
+ replaced by :obj:`numpy.nan`.
Examples:
>>> target = numpy.array([1, 2, 3])
@@ -153,8 +153,9 @@ Source code for openfisca_core.commons.rates
array([ nan, 0. , -0.5])
"""
+ if not isinstance(varying, numpy.ndarray):
+ varying = numpy.array(varying, dtype=numpy.float32)
- average_rate: t.Array[numpy.float32]
average_rate = 1 - target / varying
if trim is not None:
@@ -178,7 +179,7 @@ Source code for openfisca_core.commons.rates
[docs]
def marginal_rate(
target: t.Array[numpy.float32],
- varying: t.Array[numpy.float32],
+ varying: t.Array[numpy.float32] | t.ArrayLike[float],
trim: None | t.ArrayLike[float] = None,
) -> t.Array[numpy.float32]:
"""Compute the marginal rate of a target net income.
@@ -196,9 +197,9 @@ Source code for openfisca_core.commons.rates
trim: The lower and upper bounds of the marginal rate.
Returns:
- Array[numpy.float32]: The marginal rate for each target. When ``trim``
- is provided, values that are out of the provided bounds are replaced by
- :any:`numpy.nan`.
+ ndarray[float32]: The marginal rate for each target. When ``trim``
+ is provided, values that are out of the provided bounds are
+ replaced by :class:`numpy.nan`.
Examples:
>>> target = numpy.array([1, 2, 3])
@@ -208,8 +209,9 @@ Source code for openfisca_core.commons.rates
array([nan, 0.5])
"""
+ if not isinstance(varying, numpy.ndarray):
+ varying = numpy.array(varying, dtype=numpy.float32)
- marginal_rate: t.Array[numpy.float32]
marginal_rate = +1 - (target[:-1] - target[1:]) / (varying[:-1] - varying[1:])
if trim is not None:
diff --git a/doc/_modules/openfisca_core/indexed_enums/enum.html b/doc/_modules/openfisca_core/indexed_enums/enum.html
index e5065ed9..c8d6adfb 100644
--- a/doc/_modules/openfisca_core/indexed_enums/enum.html
+++ b/doc/_modules/openfisca_core/indexed_enums/enum.html
@@ -114,100 +114,247 @@ Navigation
Source code for openfisca_core.indexed_enums.enum
from __future__ import annotations
-import enum
+from collections.abc import Sequence
import numpy
-from .config import ENUM_ARRAY_DTYPE
+from . import types as t
+from ._enum_type import EnumType
+from ._errors import EnumEncodingError, EnumMemberNotFoundError
+from ._guards import (
+ _is_enum_array,
+ _is_enum_array_like,
+ _is_int_array,
+ _is_int_array_like,
+ _is_str_array,
+ _is_str_array_like,
+)
+from ._utils import _enum_to_index, _int_to_index, _str_to_index
from .enum_array import EnumArray
[docs]
-class Enum(enum.Enum):
- """Enum based on `enum34 <https://pypi.python.org/pypi/enum34/>`_, whose items
- have an index.
+class Enum(t.Enum, metaclass=EnumType):
+ """Enum based on `enum34 <https://pypi.python.org/pypi/enum34/>`_.
+
+ Its items have an :class:`int` index, useful and performant when running
+ :mod:`~openfisca_core.simulations` on large :mod:`~openfisca_core.populations`.
+
+ Examples:
+ >>> from openfisca_core import indexed_enums as enum
+
+ >>> class Housing(enum.Enum):
+ ... OWNER = "Owner"
+ ... TENANT = "Tenant"
+ ... FREE_LODGER = "Free lodger"
+ ... HOMELESS = "Homeless"
+
+ >>> repr(Housing)
+ "<enum 'Housing'>"
+
+ >>> repr(Housing.TENANT)
+ 'Housing.TENANT'
+
+ >>> str(Housing.TENANT)
+ 'Housing.TENANT'
+
+ >>> dict([(Housing.TENANT, Housing.TENANT.value)])
+ {Housing.TENANT: 'Tenant'}
+
+ >>> list(Housing)
+ [Housing.OWNER, Housing.TENANT, Housing.FREE_LODGER, Housing.HOMELESS]
+
+ >>> Housing["TENANT"]
+ Housing.TENANT
+
+ >>> Housing("Tenant")
+ Housing.TENANT
+
+ >>> Housing.TENANT in Housing
+ True
+
+ >>> len(Housing)
+ 4
+
+ >>> Housing.TENANT == Housing.TENANT
+ True
+
+ >>> Housing.TENANT != Housing.TENANT
+ False
+
+ >>> Housing.TENANT.index
+ 1
+
+ >>> Housing.TENANT.name
+ 'TENANT'
+
+ >>> Housing.TENANT.value
+ 'Tenant'
+
"""
- # Tweak enums to add an index attribute to each enum item
- def __init__(self, name: str) -> None:
- # When the enum item is initialized, self._member_names_ contains the
- # names of the previously initialized items, so its length is the index
- # of this item.
+ #: The :attr:`index` of the :class:`.Enum` member.
+ index: int
+
+ def __init__(self, *__args: object, **__kwargs: object) -> None:
+ """Tweak :class:`enum.Enum` to add an :attr:`.index` to each enum item.
+
+ When the enum is initialised, ``_member_names_`` contains the names of
+ the already initialized items, so its length is the index of this item.
+
+ Args:
+ *__args: Positional arguments.
+ **__kwargs: Keyword arguments.
+
+ Examples:
+ >>> import numpy
+
+ >>> from openfisca_core import indexed_enums as enum
+
+ >>> Housing = enum.Enum("Housing", "owner tenant")
+ >>> Housing.tenant.index
+ 1
+
+ >>> class Housing(enum.Enum):
+ ... OWNER = "Owner"
+ ... TENANT = "Tenant"
+
+ >>> Housing.TENANT.index
+ 1
+
+ >>> array = numpy.array([[1, 2], [3, 4]])
+ >>> array[Housing.TENANT.index]
+ array([3, 4])
+
+ Note:
+ ``_member_names_`` is undocumented in upstream :class:`enum.Enum`.
+
+ """
self.index = len(self._member_names_)
- # Bypass the slow Enum.__eq__
- __eq__ = object.__eq__
+ def __repr__(self) -> str:
+ return f"{self.__class__.__name__}.{self.name}"
+
+ def __hash__(self) -> int:
+ return object.__hash__(self.__class__.__name__ + self.name)
+
+ def __eq__(self, other: object) -> bool:
+ if (
+ isinstance(other, Enum)
+ and self.__class__.__name__ == other.__class__.__name__
+ ):
+ return self.index == other.index
+ return NotImplemented
- # In Python 3, __hash__ must be defined if __eq__ is defined to stay
- # hashable.
- __hash__ = object.__hash__
+ def __ne__(self, other: object) -> bool:
+ if (
+ isinstance(other, Enum)
+ and self.__class__.__name__ == other.__class__.__name__
+ ):
+ return self.index != other.index
+ return NotImplemented
[docs]
@classmethod
- def encode(
- cls,
- array: EnumArray | numpy.int32 | numpy.float32 | numpy.object_,
- ) -> EnumArray:
- """Encode a string numpy array, an enum item numpy array, or an int numpy
- array into an :any:`EnumArray`. See :any:`EnumArray.decode` for
- decoding.
-
- :param numpy.ndarray array: Array of string identifiers, or of enum
- items, to encode.
-
- :returns: An :any:`EnumArray` encoding the input array values.
- :rtype: :any:`EnumArray`
-
- For instance:
-
- >>> string_identifier_array = asarray(["free_lodger", "owner"])
- >>> encoded_array = HousingOccupancyStatus.encode(string_identifier_array)
- >>> encoded_array[0]
- 2 # Encoded value
-
- >>> free_lodger = HousingOccupancyStatus.free_lodger
- >>> owner = HousingOccupancyStatus.owner
- >>> enum_item_array = asarray([free_lodger, owner])
- >>> encoded_array = HousingOccupancyStatus.encode(enum_item_array)
- >>> encoded_array[0]
- 2 # Encoded value
+ def encode(cls, array: t.VarArray | t.ArrayLike[object]) -> t.EnumArray:
+ """Encode an encodable array into an :class:`.EnumArray`.
+
+ Args:
+ array: :class:`~numpy.ndarray` to encode.
+
+ Returns:
+ EnumArray: An :class:`.EnumArray` with the encoded input values.
+
+ Examples:
+ >>> import numpy
+
+ >>> from openfisca_core import indexed_enums as enum
+
+ >>> class Housing(enum.Enum):
+ ... OWNER = "Owner"
+ ... TENANT = "Tenant"
+
+ # EnumArray
+
+ >>> array = numpy.array([1])
+ >>> enum_array = enum.EnumArray(array, Housing)
+ >>> Housing.encode(enum_array)
+ EnumArray([Housing.TENANT])
+
+ # Array of Enum
+
+ >>> array = numpy.array([Housing.TENANT])
+ >>> enum_array = Housing.encode(array)
+ >>> enum_array == Housing.TENANT
+ array([ True])
+
+ # Array of integers
+
+ >>> array = numpy.array([1])
+ >>> enum_array = Housing.encode(array)
+ >>> enum_array == Housing.TENANT
+ array([ True])
+
+ # Array of strings
+
+ >>> array = numpy.array(["TENANT"])
+ >>> enum_array = Housing.encode(array)
+ >>> enum_array == Housing.TENANT
+ array([ True])
+
+ # Array of bytes
+
+ >>> array = numpy.array([b"TENANT"])
+ >>> enum_array = Housing.encode(array)
+ Traceback (most recent call last):
+ EnumEncodingError: Failed to encode "[b'TENANT']" of type 'bytes...
+
+ .. seealso::
+ :meth:`.EnumArray.decode` for decoding.
+
"""
if isinstance(array, EnumArray):
return array
+ if len(array) == 0:
+ return EnumArray(numpy.asarray(array, t.EnumDType), cls)
+ if isinstance(array, Sequence):
+ return cls._encode_array_like(array)
+ return cls._encode_array(array)
+
+
+ @classmethod
+ def _encode_array(cls, value: t.VarArray) -> t.EnumArray:
+ if _is_int_array(value):
+ indices = _int_to_index(cls, value)
+ elif _is_str_array(value): # type: ignore[unreachable]
+ indices = _str_to_index(cls, value)
+ elif _is_enum_array(value) and cls.__name__ is value[0].__class__.__name__:
+ indices = _enum_to_index(value)
+ else:
+ raise EnumEncodingError(cls, value)
+ if indices.size != len(value):
+ raise EnumMemberNotFoundError(cls)
+ return EnumArray(indices, cls)
+
+ @classmethod
+ def _encode_array_like(cls, value: t.ArrayLike[object]) -> t.EnumArray:
+ if _is_int_array_like(value):
+ indices = _int_to_index(cls, value)
+ elif _is_str_array_like(value): # type: ignore[unreachable]
+ indices = _str_to_index(cls, value)
+ elif _is_enum_array_like(value):
+ indices = _enum_to_index(value)
+ else:
+ raise EnumEncodingError(cls, value)
+ if indices.size != len(value):
+ raise EnumMemberNotFoundError(cls)
+ return EnumArray(indices, cls)
+
- # String array
- if isinstance(array, numpy.ndarray) and array.dtype.kind in {"U", "S"}:
- array = numpy.select(
- [array == item.name for item in cls],
- [item.index for item in cls],
- ).astype(ENUM_ARRAY_DTYPE)
-
- # Enum items arrays
- elif isinstance(array, numpy.ndarray) and array.dtype.kind == "O":
- # Ensure we are comparing the comparable. The problem this fixes:
- # On entering this method "cls" will generally come from
- # variable.possible_values, while the array values may come from
- # directly importing a module containing an Enum class. However,
- # variables (and hence their possible_values) are loaded by a call
- # to load_module, which gives them a different identity from the
- # ones imported in the usual way.
- #
- # So, instead of relying on the "cls" passed in, we use only its
- # name to check that the values in the array, if non-empty, are of
- # the right type.
- if len(array) > 0 and cls.__name__ is array[0].__class__.__name__:
- cls = array[0].__class__
-
- array = numpy.select(
- [array == item for item in cls],
- [item.index for item in cls],
- ).astype(ENUM_ARRAY_DTYPE)
-
- return EnumArray(array, cls)
-
+__all__ = ["Enum"]
diff --git a/doc/_modules/openfisca_core/indexed_enums/enum_array.html b/doc/_modules/openfisca_core/indexed_enums/enum_array.html
index 23091911..943d0348 100644
--- a/doc/_modules/openfisca_core/indexed_enums/enum_array.html
+++ b/doc/_modules/openfisca_core/indexed_enums/enum_array.html
@@ -114,65 +114,243 @@ Navigation
Source code for openfisca_core.indexed_enums.enum_array
from __future__ import annotations
-import typing
-from typing import Any, NoReturn
+from typing import NoReturn
+from typing_extensions import Self
import numpy
from . import types as t
-if typing.TYPE_CHECKING:
- from openfisca_core.indexed_enums import Enum
-
[docs]
-class EnumArray(numpy.ndarray):
- """NumPy array subclass representing an array of enum items.
+class EnumArray(t.EnumArray):
+ """A subclass of :class:`~numpy.ndarray` of :class:`.Enum`.
+
+ :class:`.Enum` arrays are encoded as :class:`int` to improve performance.
+
+ Note:
+ Subclassing :class:`~numpy.ndarray` is a little tricky™. To read more
+ about the :meth:`.__new__` and :meth:`.__array_finalize__` methods
+ below, see `Subclassing ndarray`_.
+
+ Examples:
+ >>> import numpy
+
+ >>> from openfisca_core import indexed_enums as enum, variables
+
+ >>> class Housing(enum.Enum):
+ ... OWNER = "Owner"
+ ... TENANT = "Tenant"
+ ... FREE_LODGER = "Free lodger"
+ ... HOMELESS = "Homeless"
+
+ >>> array = numpy.array([1], dtype=numpy.int16)
+ >>> enum_array = enum.EnumArray(array, Housing)
+
+ >>> repr(enum.EnumArray)
+ "<class 'openfisca_core.indexed_enums.enum_array.EnumArray'>"
+
+ >>> repr(enum_array)
+ 'EnumArray([Housing.TENANT])'
+
+ >>> str(enum_array)
+ "['TENANT']"
+
+ >>> list(map(int, enum_array))
+ [1]
+
+ >>> int(enum_array[0])
+ 1
+
+ >>> enum_array[0] in enum_array
+ True
+
+ >>> len(enum_array)
+ 1
+
+ >>> enum_array = enum.EnumArray(list(Housing), Housing)
+ Traceback (most recent call last):
+ AttributeError: 'list' object has no attribute 'view'
+
+ >>> class OccupancyStatus(variables.Variable):
+ ... value_type = enum.Enum
+ ... possible_values = Housing
+
+ >>> enum.EnumArray(array, OccupancyStatus.possible_values)
+ EnumArray([Housing.TENANT])
+
+ .. _Subclassing ndarray:
+ https://numpy.org/doc/stable/user/basics.subclassing.html
- EnumArrays are encoded as ``int`` arrays to improve performance
"""
- # Subclassing ndarray is a little tricky.
- # To read more about the two following methods, see:
- # https://docs.scipy.org/doc/numpy-1.13.0/user/basics.subclassing.html#slightly-more-realistic-example-attribute-added-to-existing-array.
+ #: Enum type of the array items.
+ possible_values: None | type[t.Enum]
+
def __new__(
cls,
- input_array: t.Array[numpy.int16],
- possible_values: type[Enum] | None = None,
- ) -> EnumArray:
- obj = numpy.asarray(input_array).view(cls)
+ input_array: t.IndexArray,
+ possible_values: type[t.Enum],
+ ) -> Self:
+ """See comment above."""
+ obj = input_array.view(cls)
obj.possible_values = possible_values
return obj
- # See previous comment
- def __array_finalize__(self, obj: numpy.int32 | None) -> None:
+ def __array_finalize__(self, obj: None | t.EnumArray | t.VarArray) -> None:
+ """See comment above."""
if obj is None:
return
-
self.possible_values = getattr(obj, "possible_values", None)
- def __eq__(self, other: object) -> bool:
- # When comparing to an item of self.possible_values, use the item index
- # to speed up the comparison.
- if other.__class__.__name__ is self.possible_values.__name__:
- # Use view(ndarray) so that the result is a classic ndarray, not an
- # EnumArray.
- return self.view(numpy.ndarray) == other.index
+ def __eq__(self, other: object) -> t.BoolArray: # type: ignore[override]
+ """Compare equality with the item's :attr:`~.Enum.index`.
+
+ When comparing to an item of :attr:`.possible_values`, use the
+ item's :attr:`~.Enum.index`. to speed up the comparison.
+
+ Whenever possible, use :any:`numpy.ndarray.view` so that the result is
+ a classic :class:`~numpy.ndarray`, not an :obj:`.EnumArray`.
+
+ Args:
+ other: Another :class:`object` to compare to.
+
+ Returns:
+ bool: When ???
+ ndarray[bool_]: When ???
+
+ Examples:
+ >>> import numpy
+
+ >>> from openfisca_core import indexed_enums as enum
- return self.view(numpy.ndarray) == other
+ >>> class Housing(enum.Enum):
+ ... OWNER = "Owner"
+ ... TENANT = "Tenant"
- def __ne__(self, other: object) -> bool:
+ >>> array = numpy.array([1])
+ >>> enum_array = enum.EnumArray(array, Housing)
+
+ >>> enum_array == Housing
+ array([False, True])
+
+ >>> enum_array == Housing.TENANT
+ array([ True])
+
+ >>> enum_array == 1
+ array([ True])
+
+ >>> enum_array == [1]
+ array([ True])
+
+ >>> enum_array == [2]
+ array([False])
+
+ >>> enum_array == "1"
+ array([False])
+
+ >>> enum_array is None
+ False
+
+ >>> enum_array == enum.EnumArray(numpy.array([1]), Housing)
+ array([ True])
+
+ Note:
+ This breaks the `Liskov substitution principle`_.
+
+ .. _Liskov substitution principle:
+ https://en.wikipedia.org/wiki/Liskov_substitution_principle
+
+ """
+ result: t.BoolArray
+
+ if self.possible_values is None:
+ return NotImplemented
+ if other is None:
+ return NotImplemented
+ if (
+ isinstance(other, type(t.Enum))
+ and other.__name__ is self.possible_values.__name__
+ ):
+ result = (
+ self.view(numpy.ndarray)
+ == self.possible_values.indices[
+ self.possible_values.indices <= max(self)
+ ]
+ )
+ return result
+ if (
+ isinstance(other, t.Enum)
+ and other.__class__.__name__ is self.possible_values.__name__
+ ):
+ result = self.view(numpy.ndarray) == other.index
+ return result
+ # For NumPy >=1.26.x.
+ if isinstance(is_equal := self.view(numpy.ndarray) == other, numpy.ndarray):
+ return is_equal
+ # For NumPy <1.26.x.
+ return numpy.array([is_equal], dtype=t.BoolDType)
+
+ def __ne__(self, other: object) -> t.BoolArray: # type: ignore[override]
+ """Inequality.
+
+ Args:
+ other: Another :class:`object` to compare to.
+
+ Returns:
+ bool: When ???
+ ndarray[bool_]: When ???
+
+ Examples:
+ >>> import numpy
+
+ >>> from openfisca_core import indexed_enums as enum
+
+ >>> class Housing(enum.Enum):
+ ... OWNER = "Owner"
+ ... TENANT = "Tenant"
+
+ >>> array = numpy.array([1])
+ >>> enum_array = enum.EnumArray(array, Housing)
+
+ >>> enum_array != Housing
+ array([ True, False])
+
+ >>> enum_array != Housing.TENANT
+ array([False])
+
+ >>> enum_array != 1
+ array([False])
+
+ >>> enum_array != [1]
+ array([False])
+
+ >>> enum_array != [2]
+ array([ True])
+
+ >>> enum_array != "1"
+ array([ True])
+
+ >>> enum_array is not None
+ True
+
+ Note:
+ This breaks the `Liskov substitution principle`_.
+
+ .. _Liskov substitution principle:
+ https://en.wikipedia.org/wiki/Liskov_substitution_principle
+
+ """
return numpy.logical_not(self == other)
- def _forbidden_operation(self, other: Any) -> NoReturn:
+ @staticmethod
+ def _forbidden_operation(*__args: object, **__kwds: object) -> NoReturn:
msg = (
"Forbidden operation. The only operations allowed on EnumArrays "
"are '==' and '!='."
)
- raise TypeError(
- msg,
- )
+ raise TypeError(msg)
__add__ = _forbidden_operation
__mul__ = _forbidden_operation
@@ -185,42 +363,78 @@ Source code for openfisca_core.indexed_enums.enum_array
[docs]
- def decode(self) -> numpy.object_:
- """Return the array of enum items corresponding to self.
+ def decode(self) -> t.ObjArray:
+ """Decode itself to a normal array.
+
+ Returns:
+ ndarray[Enum]: The items of the :obj:`.EnumArray`.
+
+ Raises:
+ TypeError: When the :attr:`.possible_values` is not defined.
- For instance:
+ Examples:
+ >>> import numpy
- >>> enum_array = household("housing_occupancy_status", period)
- >>> enum_array[0]
- >>> 2 # Encoded value
- >>> enum_array.decode()[0]
- <HousingOccupancyStatus.free_lodger: 'Free lodger'>
+ >>> from openfisca_core import indexed_enums as enum
+
+ >>> class Housing(enum.Enum):
+ ... OWNER = "Owner"
+ ... TENANT = "Tenant"
+
+ >>> array = numpy.array([1])
+ >>> enum_array = enum.EnumArray(array, Housing)
+ >>> enum_array.decode()
+ array([Housing.TENANT], dtype=object)
- Decoded value: enum item
"""
- return numpy.select(
- [self == item.index for item in self.possible_values],
- list(self.possible_values),
- )
+ result: t.ObjArray
+ if self.possible_values is None:
+ msg = (
+ f"The possible values of the {self.__class__.__name__} are "
+ f"not defined."
+ )
+ raise TypeError(msg)
+ array = self.reshape(1).astype(t.EnumDType) if self.ndim == 0 else self
+ result = self.possible_values.enums[array]
+ return result
[docs]
- def decode_to_str(self) -> numpy.str_:
- """Return the array of string identifiers corresponding to self.
+ def decode_to_str(self) -> t.StrArray:
+ """Decode itself to an array of strings.
+
+ Returns:
+ ndarray[str_]: The string values of the :obj:`.EnumArray`.
- For instance:
+ Raises:
+ TypeError: When the :attr:`.possible_values` is not defined.
+
+ Examples:
+ >>> import numpy
+
+ >>> from openfisca_core import indexed_enums as enum
+
+ >>> class Housing(enum.Enum):
+ ... OWNER = "Owner"
+ ... TENANT = "Tenant"
+
+ >>> array = numpy.array([1])
+ >>> enum_array = enum.EnumArray(array, Housing)
+ >>> enum_array.decode_to_str()
+ array(['TENANT'], dtype='<U6')
- >>> enum_array = household("housing_occupancy_status", period)
- >>> enum_array[0]
- >>> 2 # Encoded value
- >>> enum_array.decode_to_str()[0]
- 'free_lodger' # String identifier
"""
- return numpy.select(
- [self == item.index for item in self.possible_values],
- [item.name for item in self.possible_values],
- )
+ result: t.StrArray
+ if self.possible_values is None:
+ msg = (
+ f"The possible values of the {self.__class__.__name__} are "
+ f"not defined."
+ )
+ raise TypeError(msg)
+ array = self.reshape(1).astype(t.EnumDType) if self.ndim == 0 else self
+ result = self.possible_values.names[array]
+ return result
def __repr__(self) -> str:
@@ -229,6 +443,9 @@ Source code for openfisca_core.indexed_enums.enum_array
def __str__(self) -> str:
return str(self.decode_to_str())
+
+
+__all__ = ["EnumArray"]
diff --git a/doc/_modules/openfisca_core/simulations/simulation.html b/doc/_modules/openfisca_core/simulations/simulation.html
index d6b05e7c..08a2561d 100644
--- a/doc/_modules/openfisca_core/simulations/simulation.html
+++ b/doc/_modules/openfisca_core/simulations/simulation.html
@@ -117,7 +117,11 @@ Source code for openfisca_core.simulations.simulation
from collections.abc import Mapping
from typing import NamedTuple
-from openfisca_core.types import Population, TaxBenefitSystem, Variable
+from openfisca_core.types import (
+ CorePopulation as Population,
+ TaxBenefitSystem,
+ Variable,
+)
import tempfile
import warnings
diff --git a/doc/_modules/openfisca_core/types.html b/doc/_modules/openfisca_core/types.html
index 3a7a7515..664b6a95 100644
--- a/doc/_modules/openfisca_core/types.html
+++ b/doc/_modules/openfisca_core/types.html
@@ -115,26 +115,59 @@ Source code for openfisca_core.types
from __future__ import annotations
from collections.abc import Iterable, Sequence, Sized
-from numpy.typing import NDArray
-from typing import Any, NewType, TypeVar, Union
-from typing_extensions import Protocol, TypeAlias
+from numpy.typing import DTypeLike, NDArray
+from typing import NewType, TypeVar, Union
+from typing_extensions import Protocol, Self, TypeAlias
+
+import abc
+import enum
import numpy
import pendulum
-_N_co = TypeVar("_N_co", bound=numpy.generic, covariant=True)
+#: Generic covariant type var.
+_T_co = TypeVar("_T_co", covariant=True)
+
+# Commons
+
+#: Type var for numpy arrays.
+_N_co = TypeVar("_N_co", covariant=True, bound="DTypeGeneric")
#: Type representing an numpy array.
Array: TypeAlias = NDArray[_N_co]
+#: Type var for array-like objects.
_L = TypeVar("_L")
#: Type representing an array-like object.
ArrayLike: TypeAlias = Sequence[_L]
-#: Generic type vars.
-_T_co = TypeVar("_T_co", covariant=True)
+#: Type for bool arrays.
+DTypeBool: TypeAlias = numpy.bool_
+
+#: Type for int arrays.
+DTypeInt: TypeAlias = numpy.int32
+
+#: Type for float arrays.
+DTypeFloat: TypeAlias = numpy.float32
+
+#: Type for string arrays.
+DTypeStr: TypeAlias = numpy.str_
+#: Type for bytes arrays.
+DTypeBytes: TypeAlias = numpy.bytes_
+
+#: Type for Enum arrays.
+DTypeEnum: TypeAlias = numpy.uint8
+
+#: Type for date arrays.
+DTypeDate: TypeAlias = numpy.datetime64
+
+#: Type for "object" arrays.
+DTypeObject: TypeAlias = numpy.object_
+
+#: Type for "generic" arrays.
+DTypeGeneric: TypeAlias = numpy.generic
# Entities
@@ -198,14 +231,46 @@ Source code for openfisca_core.types
+# Indexed enums
+
+
+
+[docs]
+class EnumType(enum.EnumMeta):
+ indices: Array[DTypeEnum]
+ names: Array[DTypeStr]
+ enums: Array[DTypeObject]
+
+
+
+
+
+
+
+
+[docs]
+class EnumArray(Array[DTypeEnum], metaclass=abc.ABCMeta):
+ possible_values: None | type[Enum]
+
+ @abc.abstractmethod
+ def __new__(
+ cls, input_array: Array[DTypeEnum], possible_values: type[Enum]
+ ) -> Self: ...
+
+
+
# Holders
[docs]
class Holder(Protocol):
- def clone(self, population: Any, /) -> Holder: ...
- def get_memory_usage(self, /) -> Any: ...
+ def clone(self, population: CorePopulation, /) -> Holder: ...
+ def get_memory_usage(self, /) -> dict[str, object]: ...
@@ -276,6 +341,7 @@ Source code for openfisca_core.types
def size(self, /) -> int: ...
@property
def stop(self, /) -> Instant: ...
+ def contains(self, other: Period, /) -> bool: ...
def offset(self, offset: str | int, unit: None | DateUnit = None, /) -> Period: ...
@@ -283,12 +349,24 @@ Source code for openfisca_core.types
# Populations
-
-[docs]
-class Population(Protocol):
- entity: Any
+
- def get_holder(self, variable_name: VariableName, /) -> Any: ...
+
+
+
+[docs]
+class SinglePopulation(CorePopulation, Protocol):
+ entity: SingleEntity
+
+ def get_holder(self, variable_name: VariableName, /) -> Holder: ...
+
+
+
+
@@ -298,10 +376,16 @@ Source code for openfisca_core.types
[docs]
class Simulation(Protocol):
- def calculate(self, variable_name: VariableName, period: Any, /) -> Any: ...
- def calculate_add(self, variable_name: VariableName, period: Any, /) -> Any: ...
- def calculate_divide(self, variable_name: VariableName, period: Any, /) -> Any: ...
- def get_population(self, plural: None | str, /) -> Any: ...
+ def calculate(
+ self, variable_name: VariableName, period: Period, /
+ ) -> Array[DTypeGeneric]: ...
+ def calculate_add(
+ self, variable_name: VariableName, period: Period, /
+ ) -> Array[DTypeGeneric]: ...
+ def calculate_divide(
+ self, variable_name: VariableName, period: Period, /
+ ) -> Array[DTypeGeneric]: ...
+ def get_population(self, plural: None | str, /) -> CorePopulation: ...
@@ -311,7 +395,7 @@ Source code for openfisca_core.types
[docs]
class TaxBenefitSystem(Protocol):
- person_entity: Any
+ person_entity: SingleEntity
def get_variable(
self,
@@ -331,7 +415,7 @@ Source code for openfisca_core.types
@@ -344,11 +428,11 @@ Source code for openfisca_core.types
def __call__(
self,
- population: Population,
+ population: CorePopulation,
instant: Instant,
params: Params,
/,
- ) -> Array[Any]: ...
+ ) -> Array[DTypeGeneric]: ...
@@ -360,6 +444,9 @@ Source code for openfisca_core.types
def __call__(self, instant: Instant, /) -> ParameterNodeAtInstant: ...
+
+
+__all__ = ["DTypeLike"]
diff --git a/doc/genindex.html b/doc/genindex.html
index aab987d3..8bf82296 100644
--- a/doc/genindex.html
+++ b/doc/genindex.html
@@ -226,10 +226,10 @@ C
(openfisca_core.entities.GroupEntity method)
-
-
- collect() (openfisca_core.tools.test_runner.YamlFile method)
- ComputationLog (class in openfisca_core.tracers)
@@ -241,6 +241,8 @@
C
- Container (class in openfisca_core.types)
- CoreEntity (class in openfisca_core.types)
+
+ - CorePopulation (class in openfisca_core.types)
- CycleError (class in openfisca_core.errors)
@@ -264,8 +266,6 @@ D
- delete_arrays() (openfisca_core.holders.Holder method)
-
+
+
- documentation (openfisca_core.variables.Variable attribute)
- dtype (openfisca_core.variables.Variable attribute)
+
+ - DTypeBool (in module openfisca_core.types)
+
+ - DTypeBytes (in module openfisca_core.types)
+
+ - DTypeDate (in module openfisca_core.types)
+
+ - DTypeEnum (in module openfisca_core.types)
+
+ - DTypeFloat (in module openfisca_core.types)
+
+ - DTypeGeneric (in module openfisca_core.types)
+
+ - DTypeInt (in module openfisca_core.types)
+
+ - DTypeObject (in module openfisca_core.types)
+
+ - DTypeStr (in module openfisca_core.types)
- Dummy (class in openfisca_core.commons)
@@ -304,15 +324,25 @@ E
- (openfisca_core.variables.Variable attribute)
-
- EntityPlural (class in openfisca_core.types)
- Enum (class in openfisca_core.indexed_enums)
+
+
- EnumArray (class in openfisca_core.indexed_enums)
+
+
+ - EnumType (class in openfisca_core.types)
- ErrorMargin (class in openfisca_core.tools.test_runner)
@@ -393,7 +423,11 @@ G
GroupPopulation (class in openfisca_core.populations)
+
+
H
I
+ - index (openfisca_core.indexed_enums.Enum attribute)
+
- Indexable (class in openfisca_core.types)
- Instant (class in openfisca_core.periods)
@@ -427,11 +463,11 @@
I
instant() (in module openfisca_core.periods.helpers)
-
- instant_date() (in module openfisca_core.periods.helpers)
+ - instant_date() (in module openfisca_core.periods.helpers)
+
- InstantStr (class in openfisca_core.types)
- is_input_variable() (openfisca_core.variables.Variable method)
@@ -842,13 +878,13 @@
P
Population (class in openfisca_core.populations)
+
+ possible_values (openfisca_core.indexed_enums.EnumArray attribute)
- possible_values (openfisca_core.variables.Variable attribute)
-
print_log() (openfisca_core.tracers.ComputationLog method)
S
(in module openfisca_core.entities)
+ SinglePopulation (class in openfisca_core.types)
+
SituationParsingError (class in openfisca_core.errors)
SpiralError (class in openfisca_core.errors)
diff --git a/doc/objects.inv b/doc/objects.inv
index 7cd737f9..1028d7c0 100644
Binary files a/doc/objects.inv and b/doc/objects.inv differ
diff --git a/doc/openfisca-python-api/commons.html b/doc/openfisca-python-api/commons.html
index ddbeaa7a..e2d04628 100644
--- a/doc/openfisca-python-api/commons.html
+++ b/doc/openfisca-python-api/commons.html
@@ -143,55 +143,6 @@ Navigation
Commons¶
Common tools for contributors and users.
-The tools in this sub-package are intended, to help both contributors
-to OpenFisca Core and to country packages.
-
-- Official Public API:
-
-
-- Deprecated:
-
-
-
-Note
-The deprecated imports are transitional, in order to ensure non-breaking
-changes, and could be removed from the codebase in the next
-major release.
-
-
-Note
-How imports are being used today:
-from openfisca_core.commons import * # Bad
-from openfisca_core.commons.formulas import switch # Bad
-from openfisca_core.commons.decorators import deprecated # Bad
-
-
-The previous examples provoke cyclic dependency problems, that prevent us
-from modularizing the different components of the library, which would make
-them easier to test and to maintain.
-How they could be used in a future release:
-from openfisca_core import commons
-from openfisca_core.commons import deprecated
-
-deprecated() # Good: import classes as publicly exposed
-commons.switch() # Good: use functions as publicly exposed
-
-
-
-See also
-
-
-
-
class openfisca_core.commons.Dummy[source]¶
@@ -217,19 +168,16 @@ Navigation
- Parameters:
-input (ndarray[Any, dtype[float32]]) – A list of inputs to make a choice from.
thresholds (Sequence[float]) – A list of thresholds to choose.
choices (Sequence[float]) – A list of the possible values to choose from.
input (ndarray[Any, dtype[float32]]) – A list of inputs to make a choice from.
thresholds (Sequence[float]) – A list of thresholds to choose.
choices (Sequence[float]) – A list of the possible values to choose from.
- Returns:
-Array[numpy.float32] – A list of the values chosen.
-- Raises:
-AssertionError – When thresholds and choices are incompatible.
+ndarray[float32] – A list of the values chosen.
- Return type:
--
+
- Return type:
+-
Examples
@@ -256,18 +204,18 @@ Navigation
- Parameters:
-target (ndarray[Any, dtype[float32]]) – The targeted net income.
trim (None | Sequence[float]) – The lower and upper bounds of the average rate.
target (ndarray[Any, dtype[float32]]) – The targeted net income.
varying (ndarray[Any, dtype[float32]] | Sequence[float]) – The varying gross income.
trim (None | Sequence[float]) – The lower and upper bounds of the average rate.
- Returns:
-Array[numpy.float32] – The average rate for each target. When trim
+
ndarray[float32] – The average rate for each target. When trim
is provided, values that are out of the provided bounds are
-replaced by numpy.nan.
+replaced by numpy.nan.
- Return type:
--
+
-
Examples
@@ -287,15 +235,15 @@ Navigation
- Parameters:
-this (ndarray[Any, dtype[str_]] | Sequence[str]) – An array to concatenate.
that (ndarray[Any, dtype[str_]] | Sequence[str]) – Another array to concatenate.
this (ndarray[Any, dtype[str_]] | Sequence[object]) – An array to concatenate.
that (ndarray[Any, dtype[str_]] | Sequence[object]) – Another array to concatenate.
- Returns:
-Array[numpy.str_] – An array with the concatenated values.
+ndarray[str_] – An array with the concatenated values.
- Return type:
--
+
-
Examples
@@ -313,13 +261,13 @@ Navigation
Create an empty instance of the same class of the original object.
- Parameters:
-original (object) – An object to clone.
+original (object) – An object to clone.
- Returns:
-The cloned, empty, object.
+object – The cloned, empty, object.
- Return type:
--
+
-
Examples
@@ -346,16 +294,16 @@ Navigation
Evaluate a string expression to a numpy array.
- Parameters:
-expression (str) – An expression to evaluate.
+expression (str) – An expression to evaluate.
- Returns:
-Array – The result of the evaluation.
ndarray – The result of the evaluation.
str – The expression if it couldn’t be evaluated.
- Return type:
-str | ndarray[Any, dtype[bool_]] | ndarray[Any, dtype[int32]] | ndarray[Any, dtype[float32]]
+str | ndarray[Any, dtype[bool_]] | ndarray[Any, dtype[int32]] | ndarray[Any, dtype[float32]]
Examples
@@ -383,20 +331,18 @@ Navigation
- Parameters:
-target (ndarray[Any, dtype[float32]]) – The targeted net income.
varying (ndarray[Any, dtype[float32]]) – The varying gross income.
trim (None | Sequence[float]) – The lower and upper bounds of the marginal rate.
target (ndarray[Any, dtype[float32]]) – The targeted net income.
varying (ndarray[Any, dtype[float32]] | Sequence[float]) – The varying gross income.
trim (None | Sequence[float]) – The lower and upper bounds of the marginal rate.
- Returns:
-
-Array[numpy.float32] – The marginal rate for each target. When trim
is provided, values that are out of the provided bounds are replaced by
:any:`numpy.nan`.
+ndarray[float32] – The marginal rate for each target. When trim
+is provided, values that are out of the provided bounds are
+replaced by numpy.nan.
- Return type:
--
+
-
Examples
@@ -415,16 +361,16 @@ Navigation
Generate a clean string representation of a numpy array.
- Parameters:
-array (None | ndarray[Any, dtype[generic]]) – An array.
+-
- Returns:
-str – “None” if the array is None.
str – "None" if the array is None.
str – The stringified array otherwise.
- Return type:
--
+
-
Examples
@@ -459,18 +405,15 @@ Navigation
- Parameters:
-conditions (ndarray[Any, dtype[float32]]) – An array of conditions.
value_by_condition (Mapping[float, float]) – Values to replace for each condition.
conditions (ndarray[Any, dtype[float32]] | Sequence[float]) – An array of conditions.
value_by_condition (Mapping[float, float]) – Values to replace for each condition.
- Returns:
-Array – An array with the replaced values.
-- Raises:
-AssertionError – When value_by_condition is empty.
+ndarray[float32] – An array with the replaced values.
- Return type:
--
+
- Return type:
+-
Examples
diff --git a/doc/openfisca-python-api/entities.html b/doc/openfisca-python-api/entities.html
index 67525030..0eddb4c1 100644
--- a/doc/openfisca-python-api/entities.html
+++ b/doc/openfisca-python-api/entities.html
@@ -149,10 +149,10 @@ Navigation
- Parameters:
-key (str) – A key to identify the Entity.
plural (str) – The key pluralised.
label (str) – A summary description.
doc (str) – A full description.
key (str) – A key to identify the Entity.
plural (str) – The key pluralised.
label (str) – A summary description.
doc (str) – A full description.
@@ -162,13 +162,13 @@ Navigation
Check if role is an instance of Role.
- Parameters:
-role (object) – Any object.
+role (object) – Any object.
- Raises:
-ValueError – When role is not a Role.
+ValueError – When role is not a Role.
- Return type:
--
+
-
@@ -179,7 +179,7 @@ Navigation
Check if variable_name is defined for self.
- Parameters:
-variable_name (NewType(VariableName, str)) – The Variable to be found.
+variable_name (NewType(VariableName, str)) – The Variable to be found.
- Returns:
@@ -188,18 +188,18 @@ Navigation
- Raises:
-ValueError – When the Variable exists but is defined
+
ValueError – When the Variable exists but is defined
for another Entity.
- Return type:
--
+
-
Navigation
- Parameters:
-
- Returns:
@@ -221,36 +221,36 @@ Navigation
- Raises:
-ValueError – When check_existence is True and
+
ValueError – When check_existence is True and
the Variable doesn’t exist.
- Return type:
--
+
-
-
-is_person:
ClassVar[bool] = True¶
+is_person: ClassVar[bool] = True¶
Whether the Entity is a person or not.
@@ -260,7 +260,7 @@ Navigation
A _CoreEntity belongs to a TaxBenefitSystem.
Navigation
- Parameters:
-key (str) – A key to identify the GroupEntity.
plural (str) – The key pluralised.
label (str) – A summary description.
doc (str) – A full description.
roles (Sequence[RoleParams]) – The list of roles of the group entity.
containing_entities (Iterable[str]) – The list of keys of group entities whose members
+
key (str) – A key to identify the GroupEntity.
plural (str) – The key pluralised.
label (str) – A summary description.
doc (str) – A full description.
roles (Sequence[RoleParams]) – The list of roles of the group entity.
containing_entities (Iterable[str]) – The list of keys of group entities whose members
are guaranteed to be a superset of this group’s entities.
Navigation
Check if role is an instance of Role.
- Parameters:
-role (object) – Any object.
+role (object) – Any object.
- Raises:
-ValueError – When role is not a Role.
+ValueError – When role is not a Role.
- Return type:
--
+
-
@@ -309,7 +309,7 @@ Navigation
Check if variable_name is defined for self.
- Parameters:
-variable_name (NewType(VariableName, str)) – The Variable to be found.
+variable_name (NewType(VariableName, str)) – The Variable to be found.
- Returns:
@@ -318,18 +318,18 @@ Navigation
- Raises:
-ValueError – When the Variable exists but is defined
+
ValueError – When the Variable exists but is defined
for another Entity.
- Return type:
--
+
-
Navigation
- Parameters:
-
- Returns:
@@ -351,42 +351,42 @@ Navigation
- Raises:
-ValueError – When check_existence is True and
+
ValueError – When check_existence is True and
the Variable doesn’t exist.
- Return type:
--
+
-
-
-is_person:
ClassVar[bool] = False¶
+is_person: ClassVar[bool] = False¶
Whether the entity is a person or not.
@@ -396,7 +396,7 @@ Navigation
A _CoreEntity belongs to a TaxBenefitSystem.
Navigation
@@ -471,25 +471,25 @@ Navigation
-
-property plural: None | RolePlural¶
+property plural: None | RolePlural¶
The key pluralised.
-
-subroles:
None | Iterable[Role] = None¶
+subroles: None | Iterable[Role] = None¶
A list of subroles.
@@ -508,15 +508,15 @@ Navigation
- Parameters:
-key (str) – Key to identify the Entity or GroupEntity.
plural (str) – The key pluralised.
label (str) – A summary description.
doc (str) – A full description.
roles (None | Sequence[RoleParams]) – A list of roles —if it’s a GroupEntity.
is_person (bool) – If is an individual, or not.
class_override (object) –
?
+key (str) – Key to identify the Entity or GroupEntity.
plural (str) – The key pluralised.
label (str) – A summary description.
doc (str) – A full description.
roles (None | Sequence[RoleParams]) – A list of roles —if it’s a GroupEntity.
is_person (bool) – If is an individual, or not.
class_override (object) –
?
containing_entities (Sequence[str]) – Keys of contained entities.
containing_entities (Sequence[str]) – Keys of contained entities.
- Returns:
@@ -526,7 +526,7 @@ Navigation
- Raises:
-NotImplementedError – If roles is None.
+NotImplementedError – If roles is None.
- Return type:
-
@@ -578,9 +578,9 @@
Navigation
- Parameters:
-
- Returns:
@@ -590,7 +590,7 @@ Navigation
- Return type:
--
+
-
Examples
diff --git a/doc/openfisca-python-api/enum_array.html b/doc/openfisca-python-api/enum_array.html
index 9afe3aa3..d8baea1e 100644
--- a/doc/openfisca-python-api/enum_array.html
+++ b/doc/openfisca-python-api/enum_array.html
@@ -144,84 +144,298 @@ Navigation
Enum & EnumArray¶
-
-class openfisca_core.indexed_enums.Enum(name)[source]¶
-Enum based on enum34, whose items
-have an index.
+class openfisca_core.indexed_enums.Enum(*_Enum__args, **_Enum__kwargs)[source]¶
+Enum based on enum34.
+Its items have an int index, useful and performant when running
+simulations on large populations.
+Examples
+>>> from openfisca_core import indexed_enums as enum
+
+
+>>> class Housing(enum.Enum):
+... OWNER = "Owner"
+... TENANT = "Tenant"
+... FREE_LODGER = "Free lodger"
+... HOMELESS = "Homeless"
+
+
+>>> repr(Housing)
+"<enum 'Housing'>"
+
+
+>>> repr(Housing.TENANT)
+'Housing.TENANT'
+
+
+>>> str(Housing.TENANT)
+'Housing.TENANT'
+
+
+>>> dict([(Housing.TENANT, Housing.TENANT.value)])
+{Housing.TENANT: 'Tenant'}
+
+
+>>> list(Housing)
+[Housing.OWNER, Housing.TENANT, Housing.FREE_LODGER, Housing.HOMELESS]
+
+
+>>> Housing["TENANT"]
+Housing.TENANT
+
+
+>>> Housing("Tenant")
+Housing.TENANT
+
+
+>>> Housing.TENANT in Housing
+True
+
+
+>>> len(Housing)
+4
+
+
+>>> Housing.TENANT == Housing.TENANT
+True
+
+
+>>> Housing.TENANT != Housing.TENANT
+False
+
+
+>>> Housing.TENANT.index
+1
+
+
+>>> Housing.TENANT.name
+'TENANT'
+
+
+>>> Housing.TENANT.value
+'Tenant'
+
+
-
classmethod encode(array)[source]¶
-Encode a string numpy array, an enum item numpy array, or an int numpy
-array into an EnumArray. See EnumArray.decode for
-decoding.
+Encode an encodable array into an EnumArray.
- Parameters:
-array (numpy.ndarray) – Array of string identifiers, or of enum
-items, to encode.
+array (ndarray[Any, dtype[generic]] | Sequence[object]) – ndarray to encode.
- Returns:
-An EnumArray encoding the input array values.
+EnumArray – An EnumArray with the encoded input values.
- Return type:
--
+
-
-For instance:
->>> string_identifier_array = asarray(["free_lodger", "owner"])
->>> encoded_array = HousingOccupancyStatus.encode(string_identifier_array)
->>> encoded_array[0]
-2 # Encoded value
+Examples
+>>> import numpy
+
+
+>>> from openfisca_core import indexed_enums as enum
+
+
+>>> class Housing(enum.Enum):
+... OWNER = "Owner"
+... TENANT = "Tenant"
+
+
+# EnumArray
+>>> array = numpy.array([1])
+>>> enum_array = enum.EnumArray(array, Housing)
+>>> Housing.encode(enum_array)
+EnumArray([Housing.TENANT])
+
+
+# Array of Enum
+>>> array = numpy.array([Housing.TENANT])
+>>> enum_array = Housing.encode(array)
+>>> enum_array == Housing.TENANT
+array([ True])
+
+
+# Array of integers
+>>> array = numpy.array([1])
+>>> enum_array = Housing.encode(array)
+>>> enum_array == Housing.TENANT
+array([ True])
+
+
+# Array of strings
+>>> array = numpy.array(["TENANT"])
+>>> enum_array = Housing.encode(array)
+>>> enum_array == Housing.TENANT
+array([ True])
->>> free_lodger = HousingOccupancyStatus.free_lodger
->>> owner = HousingOccupancyStatus.owner
->>> enum_item_array = asarray([free_lodger, owner])
->>> encoded_array = HousingOccupancyStatus.encode(enum_item_array)
->>> encoded_array[0]
-2 # Encoded value
+# Array of bytes
+>>> array = numpy.array([b"TENANT"])
+>>> enum_array = Housing.encode(array)
+Traceback (most recent call last):
+EnumEncodingError: Failed to encode "[b'TENANT']" of type 'bytes...
+
+See also
+EnumArray.decode() for decoding.
+
+
+
+
-
-class openfisca_core.indexed_enums.EnumArray(input_array: t.Array[numpy.int16], possible_values: type[Enum] | None = None)[source]¶
-NumPy array subclass representing an array of enum items.
-EnumArrays are encoded as int arrays to improve performance
+class openfisca_core.indexed_enums.EnumArray(input_array: ndarray[Any, dtype[uint8]], possible_values: type[Enum])[source]¶
+A subclass of ndarray of Enum.
+Enum arrays are encoded as int to improve performance.
+
+Note
+Subclassing ndarray is a little tricky™. To read more
+about the __new__() and __array_finalize__() methods
+below, see Subclassing ndarray.
+
+Examples
+>>> import numpy
+
+
+>>> from openfisca_core import indexed_enums as enum, variables
+
+
+>>> class Housing(enum.Enum):
+... OWNER = "Owner"
+... TENANT = "Tenant"
+... FREE_LODGER = "Free lodger"
+... HOMELESS = "Homeless"
+
+
+>>> array = numpy.array([1], dtype=numpy.int16)
+>>> enum_array = enum.EnumArray(array, Housing)
+
+
+>>> repr(enum.EnumArray)
+"<class 'openfisca_core.indexed_enums.enum_array.EnumArray'>"
+
+
+>>> repr(enum_array)
+'EnumArray([Housing.TENANT])'
+
+
+>>> str(enum_array)
+"['TENANT']"
+
+
+>>> list(map(int, enum_array))
+[1]
+
+
+>>> int(enum_array[0])
+1
+
+
+>>> enum_array[0] in enum_array
+True
+
+
+>>> len(enum_array)
+1
+
+
+>>> enum_array = enum.EnumArray(list(Housing), Housing)
+Traceback (most recent call last):
+AttributeError: 'list' object has no attribute 'view'
+
+
+>>> class OccupancyStatus(variables.Variable):
+... value_type = enum.Enum
+... possible_values = Housing
+
+
+>>> enum.EnumArray(array, OccupancyStatus.possible_values)
+EnumArray([Housing.TENANT])
+
+
-
decode()[source]¶
-Return the array of enum items corresponding to self.
-For instance:
->>> enum_array = household("housing_occupancy_status", period)
->>> enum_array[0]
->>> 2 # Encoded value
-:rtype: :sphinx_autodoc_typehints_type:`\:py\:class\:\`\~numpy.object\_\``
+
Decode itself to a normal array.
+
+- Returns:
+ndarray[Enum] – The items of the EnumArray.
+- Raises:
+TypeError – When the possible_values is not defined.
+- Return type:
+-
+
+
+Examples
+>>> import numpy
+
+
+>>> from openfisca_core import indexed_enums as enum
+
+
+>>> class Housing(enum.Enum):
+... OWNER = "Owner"
+... TENANT = "Tenant"
->>> enum_array.decode()[0]
-<HousingOccupancyStatus.free_lodger: 'Free lodger'>
+>>> array = numpy.array([1])
+>>> enum_array = enum.EnumArray(array, Housing)
+>>> enum_array.decode()
+array([Housing.TENANT], dtype=object)
-Decoded value: enum item
-
decode_to_str()[source]¶
-Return the array of string identifiers corresponding to self.
-For instance:
->>> enum_array = household("housing_occupancy_status", period)
->>> enum_array[0]
->>> 2 # Encoded value
-:rtype: :sphinx_autodoc_typehints_type:`\:py\:class\:\`\~numpy.str\_\``
+
Decode itself to an array of strings.
+
+- Returns:
+ndarray[str_] – The string values of the EnumArray.
+- Raises:
+TypeError – When the possible_values is not defined.
+- Return type:
+-
+
+
+Examples
+>>> import numpy
->>> enum_array.decode_to_str()[0]
-'free_lodger' # String identifier
+>>> from openfisca_core import indexed_enums as enum
+>>> class Housing(enum.Enum):
+... OWNER = "Owner"
+... TENANT = "Tenant"
+
+
+>>> array = numpy.array([1])
+>>> enum_array = enum.EnumArray(array, Housing)
+>>> enum_array.decode_to_str()
+array(['TENANT'], dtype='<U6')
+
+
+
+
+
diff --git a/doc/openfisca-python-api/holder.html b/doc/openfisca-python-api/holder.html
index 30336b0e..362b9b58 100644
--- a/doc/openfisca-python-api/holder.html
+++ b/doc/openfisca-python-api/holder.html
@@ -165,7 +165,7 @@ Navigation
If period is not None, only remove all values for any period included in period (e.g. if period is “2017”, values for “2017-01”, “2017-07”, etc. would be removed)
@@ -246,14 +246,14 @@ Navigation
- Parameters:
-
- Returns:
The set input array.
- Return type:
--
+
-
@@ -306,7 +306,7 @@ Navigation
To read more about set_input attributes, check the documentation.
@@ -319,7 +319,7 @@ Navigation
To read more about set_input attributes, check the documentation.
diff --git a/doc/openfisca-python-api/index.html b/doc/openfisca-python-api/index.html
index 1f7a6f4f..583ee97c 100644
--- a/doc/openfisca-python-api/index.html
+++ b/doc/openfisca-python-api/index.html
@@ -347,11 +347,13 @@ OpenFisca Python APIEnum & EnumArray
@@ -404,14 +406,28 @@ OpenFisca Python APIArrayLike
ContainerCoreEntityCorePopulationDTypeBoolDTypeBytesDTypeDateDTypeEnumDTypeFloatDTypeGenericDTypeIntDTypeObjectDTypeStrDateUnitEntityKeyEntityPluralEnumEnumArrayEnumTypeFormula
GroupEntityGroupPopulationHolderIndexableInstant OpenFisca Python APIPeriod
PeriodStrPopulationRoleRoleKeyRolePluralSimulationSingleEntitySinglePopulationTaxBenefitSystemVariableVariableNameNavigation
- Parameters:
-name (str) – Name of the parameter, e.g. “taxes.some_tax.some_param”.
data (dict) – Data loaded from a YAML file.
file_path (str | None) – File the parameter was loaded from.
name (str) – Name of the parameter, e.g. “taxes.some_tax.some_param”.
data (dict) – Data loaded from a YAML file.
file_path (str | None) – File the parameter was loaded from.
@@ -199,7 +199,7 @@ Navigation
- Return type:
--
+
-
@@ -228,7 +228,7 @@ Navigation
- Return type:
--
+
-
@@ -246,7 +246,7 @@ Navigation
In case of child name conflict, the other node child will replace the current node child.
@@ -282,7 +282,7 @@ Navigation
Check that a node can be casted to a vectorial node, in order to be able to use fancy indexing.
Navigation
Either year, month, day or eternity.
Navigation
The amount of unit, starting at start, at least 1.
- Parameters:
-(tuple (tuple(str, .Instant, int))) – The unit, start, and size, accordingly.
+(tuple (tuple(str, .Instant, int))) – The unit, start, and size, accordingly.
Examples
@@ -303,7 +303,7 @@ Navigation
For instance, period(2015) contains period(2015-01).
@@ -331,7 +331,7 @@ Navigation
@@ -352,7 +352,7 @@ Navigation
Return the list of periods of unit unit contained in self.
Examples
@@ -672,7 +672,7 @@ Navigation
-
-property size: int
+property size: int
The size of the Period.
Example
>>> instant = Instant((2021, 10, 1))
@@ -685,7 +685,7 @@ Navigation
-
-property size_in_days: int
+property size_in_days: int
The size of the Period in days.
Examples
>>> instant = Instant((2019, 10, 1))
@@ -705,7 +705,7 @@ Navigation
-
-property size_in_months: int
+property size_in_months: int
The size of the Period in months.
Examples
>>> instant = Instant((2021, 10, 1))
@@ -726,7 +726,7 @@ Navigation
-
-property size_in_weekdays: int
+property size_in_weekdays: int
The size of the Period in weekdays.
Examples
>>> instant = Instant((2019, 10, 1))
@@ -746,7 +746,7 @@ Navigation
-
-property size_in_weeks: int
+property size_in_weeks: int
The size of the Period in weeks.
Examples
>>> instant = Instant((2019, 10, 1))
@@ -766,7 +766,7 @@ Navigation
-
-property size_in_years: int
+property size_in_years: int
The size of the Period in years.
Examples
>>> instant = Instant((2021, 10, 1))
@@ -951,13 +951,13 @@ Navigation
Build a new instant, aka a triple of integers (year, month, day).
- Parameters:
-value (object) – An instant-like object.
+value (object) – An instant-like object.
- Returns:
:obj:`.Instant` – A new instant.
- Raises:
-ValueError – When the arguments were invalid, like “2021-32-13”.
+ValueError – When the arguments were invalid, like “2021-32-13”.
- Return type:
-
@@ -1013,7 +1013,7 @@
Navigation
Returns the date representation of an Instant.
- Parameters:
-instant (None | Instant) – An Instant.
+-
- Returns:
@@ -1022,7 +1022,7 @@ Navigation
- Return type:
--
+
-
Examples
@@ -1045,7 +1045,7 @@ Navigation
:obj:`str` – A string.
- Return type:
--
+
-
Examples
@@ -1070,13 +1070,13 @@ Navigation
Build a new period, aka a triple (unit, start_instant, size).
- Parameters:
-value (object) – A period-like object.
+value (object) – A period-like object.
- Returns:
:obj:`.Period` – A period.
- Raises:
-ValueError – When the arguments were invalid, like “2021-32-13”.
+ValueError – When the arguments were invalid, like “2021-32-13”.
- Return type:
-
@@ -1131,7 +1131,7 @@
Navigation
Retrieves a specific date unit weight.
Examples
@@ -1147,7 +1147,7 @@ Navigation
Assign weights to date units.
Examples
diff --git a/doc/openfisca-python-api/populations.html b/doc/openfisca-python-api/populations.html
index f2bd371b..f5ef3362 100644
--- a/doc/openfisca-python-api/populations.html
+++ b/doc/openfisca-python-api/populations.html
@@ -154,7 +154,7 @@ Navigation
>>> array([300.0])
- Return type:
-ndarray[Any, dtype[float]] | None
+-
- Returns:
A numpy array containing the result of the calculation
@@ -193,7 +193,7 @@ Navigation
>>> array([False])
diff --git a/doc/openfisca-python-api/simulation_generator.html b/doc/openfisca-python-api/simulation_generator.html
index f2a0737e..9f721ff8 100644
--- a/doc/openfisca-python-api/simulation_generator.html
+++ b/doc/openfisca-python-api/simulation_generator.html
@@ -181,7 +181,7 @@ Navigation
>>> simulation.calculate(“revenu_disponible”, 2017)
diff --git a/doc/openfisca-python-api/simulations.html b/doc/openfisca-python-api/simulations.html
index 2c8578dc..fb74db05 100644
--- a/doc/openfisca-python-api/simulations.html
+++ b/doc/openfisca-python-api/simulations.html
@@ -206,7 +206,7 @@ Navigation
- Parameters:
tax_benefit_system (TaxBenefitSystem) – The system to use.
input_dict (Union[dict[str, Iterable[Iterable[Axis]]], dict[str, Union[dict[str, object], dict[str, dict[str, object]]]], dict[str, Union[dict[str, Union[str, Iterable[str]]], dict[str, Union[dict[str, object], dict[str, dict[str, object]]]]]], dict[str, dict[str, dict[str, Union[dict[str, object], dict[str, dict[str, object]]]]]], dict[str, dict[str, Union[dict[str, Union[str, Iterable[str]]], dict[str, Union[dict[str, object], dict[str, dict[str, object]]]]]]]]) – The input of the simulation.
input_dict (Union[dict[str, Iterable[Iterable[Axis]]], dict[str, Union[dict[str, object], dict[str, dict[str, object]]]], dict[str, Union[dict[str, Union[str, Iterable[str]]], dict[str, Union[dict[str, object], dict[str, dict[str, object]]]]]], dict[str, dict[str, dict[str, Union[dict[str, object], dict[str, dict[str, object]]]]]], dict[str, dict[str, Union[dict[str, Union[str, Iterable[str]]], dict[str, Union[dict[str, object], dict[str, dict[str, object]]]]]]]]) – The input of the simulation.
- Returns:
@@ -309,7 +309,7 @@ Navigation
- Parameters:
-
- Returns:
@@ -346,7 +346,7 @@ Navigation
single-entity shortcut.
- Return type:
-dict[str, dict[str, Union[dict[str, Union[str, Iterable[str]]], dict[str, Union[dict[str, object], dict[str, dict[str, object]]]]]]]
+dict[str, dict[str, Union[dict[str, Union[str, Iterable[str]]], dict[str, Union[dict[str, object], dict[str, dict[str, object]]]]]]]
Examples
@@ -392,14 +392,14 @@ Navigation
- Parameters:
-
- Raises:
SituationParsingError – If there are entities that are not in the system.
- Return type:
--
+
-
Examples
@@ -433,14 +433,14 @@ Navigation
- Parameters:
-
- Returns:
bool – True if the input contains entities that are not in the system.
- Return type:
--
+
-
Examples
diff --git a/doc/openfisca-python-api/tax-benefit-system.html b/doc/openfisca-python-api/tax-benefit-system.html
index 864e4a9b..eb539ec4 100644
--- a/doc/openfisca-python-api/tax-benefit-system.html
+++ b/doc/openfisca-python-api/tax-benefit-system.html
@@ -156,7 +156,7 @@ Navigation
- Parameters:
-entities (Sequence[Entity]) – Entities used by the tax benefit system.
+entities (Sequence[Entity]) – Entities used by the tax benefit system.
@@ -183,7 +183,7 @@ Navigation
See also add_variable
@@ -194,7 +194,7 @@ Navigation
Recursively explores a directory, and adds all OpenFisca variables found there to the tax and benefit system.
Navigation
Adds all OpenFisca variables contained in a given file to the tax and benefit system.
Navigation
The current tax and benefit system is not mutated.
- Parameters:
-reform_path (str) – The reform to apply. Must respect the format installed_package.sub_module.reform
+reform_path (str) – The reform to apply. Must respect the format installed_package.sub_module.reform
- Returns:
TaxBenefitSystem – A reformed tax and benefit system.
@@ -241,7 +241,7 @@ Navigation
A dictionary with the country package metadata
- Return type:
--
+
-
Example
@@ -262,13 +262,13 @@ Navigation
Get the parameters of the legislation at a given instant.
Navigation
- Parameters:
-variable_name (str) – Name of the requested variable.
check_existence (bool) – If True, raise an error if the requested variable does not exist.
variable_name (str) – Name of the requested variable.
check_existence (bool) – If True, raise an error if the requested variable does not exist.
- Return type:
--
+
-
@@ -296,13 +296,13 @@ Navigation
Gets all variables contained in a tax and benefit system.
Navigation
Loads an extension to the tax and benefit system.
- Parameters:
-extension (str) – The extension to load. Can be an absolute path pointing to an extension directory, or the name of an OpenFisca extension installed as a pip package.
+extension (str) – The extension to load. Can be an absolute path pointing to an extension directory, or the name of an OpenFisca extension installed as a pip package.
- Return type:
--
+
-
Navigation
path_to_yaml_dir – Absolute path towards the YAML parameter directory.
- Return type:
--
+
-
Example:
@@ -345,7 +345,7 @@
Navigation
Trying to set inputs for a neutralized variable has no effect except raising a warning.
@@ -362,7 +362,7 @@ Navigation
variable (Variable) – The variable to replace.
- Return type:
--
+
-
diff --git a/doc/openfisca-python-api/test_runner.html b/doc/openfisca-python-api/test_runner.html
index 3dab3ef9..0092c1b3 100644
--- a/doc/openfisca-python-api/test_runner.html
+++ b/doc/openfisca-python-api/test_runner.html
@@ -207,7 +207,7 @@ Navigation
- Parameters:
tax_benefit_system (TaxBenefitSystem) – the tax-benefit system to use to run the tests.
paths (str | Sequence[str]) – A path, or a list of paths, towards the files or directories containing the tests to run. If a path is a directory, subdirectories will be recursively explored.
paths (str | Sequence[str]) – A path, or a list of paths, towards the files or directories containing the tests to run. If a path is a directory, subdirectories will be recursively explored.
options (Options) – See more details below.
Navigation
The number of successful tests executed.
- Raises:
-AssertionError – if a test does not pass.
+AssertionError – if a test does not pass.
- Return type:
--
+
-
Testing options:
diff --git a/doc/openfisca-python-api/tracer.html b/doc/openfisca-python-api/tracer.html
index d0735a6e..bb87694e 100644
--- a/doc/openfisca-python-api/tracer.html
+++ b/doc/openfisca-python-api/tracer.html
@@ -159,7 +159,7 @@ Navigation
vectors up to a depth of max_depth.
diff --git a/doc/openfisca-python-api/types.html b/doc/openfisca-python-api/types.html
index 91f011c0..78c11df9 100644
--- a/doc/openfisca-python-api/types.html
+++ b/doc/openfisca-python-api/types.html
@@ -146,14 +146,14 @@ Navigation
-
openfisca_core.types.Array¶
Type representing an numpy array.
-
+
-
openfisca_core.types.ArrayLike¶
Type representing an array-like object.
-alias of Sequence[_L]
+alias of Sequence[_L]
+
+
+
+-
+openfisca_core.types.DTypeBool¶
+Type for bool arrays.
+
+
+
+-
+openfisca_core.types.DTypeBytes¶
+Type for bytes arrays.
+
+
+
+-
+openfisca_core.types.DTypeDate¶
+Type for date arrays.
+
+
+
+-
+openfisca_core.types.DTypeEnum¶
+Type for Enum arrays.
+
+
+
+-
+openfisca_core.types.DTypeFloat¶
+Type for float arrays.
+
+
+
+-
+openfisca_core.types.DTypeGeneric¶
+Type for “generic” arrays.
+
+
+
+-
+openfisca_core.types.DTypeInt¶
+Type for int arrays.
+
+
+
+-
+openfisca_core.types.DTypeObject¶
+Type for “object” arrays.
+
+
+
+-
+openfisca_core.types.DTypeStr¶
+Type for string arrays.
+
+
-
class openfisca_core.types.DateUnit(*args, **kwargs)[source]¶
@@ -175,16 +234,31 @@ Navigation
-
class openfisca_core.types.EntityKey¶
For example “person”.
-alias of str
+alias of str
+
+-
+class openfisca_core.types.Enum(value, names=None, *, module=None, qualname=None, type=None, start=1, boundary=None)[source]¶
+
+
+
+-
+class openfisca_core.types.EnumArray(input_array: ndarray[Any, dtype[uint8]], possible_values: type[Enum])[source]¶
+
+
+
+-
+class openfisca_core.types.EnumType(cls, bases, classdict, *, boundary=None, _simple=False, **kwds)[source]¶
+
+
-
class openfisca_core.types.Formula(*args, **kwargs)[source]¶
@@ -194,7 +268,7 @@ Navigation
Call self as a function.
@@ -206,6 +280,11 @@ Navigation
class openfisca_core.types.GroupEntity(*args, **kwargs)[source]¶
+
+
-
class openfisca_core.types.Holder(*args, **kwargs)[source]¶
@@ -225,7 +304,7 @@ Navigation
-
class openfisca_core.types.InstantStr¶
For example “2000-01”.
-alias of str
+alias of str
@@ -258,14 +337,9 @@ Navigation
-
class openfisca_core.types.PeriodStr¶
For example “1:2000-01-01:day”.
-alias of str
+alias of str
-
-
-
class openfisca_core.types.Role(*args, **kwargs)[source]¶
@@ -275,14 +349,14 @@ Navigation
-
class openfisca_core.types.RoleKey¶
For example “principal”.
-alias of str
+alias of str
+
+
-
class openfisca_core.types.TaxBenefitSystem(*args, **kwargs)[source]¶
@@ -309,7 +388,7 @@ Navigation
-
class openfisca_core.types.VariableName¶
For example “salary”.
-alias of str
+alias of str
diff --git a/doc/openfisca-python-api/variables.html b/doc/openfisca-python-api/variables.html
index 8ee2e3af..7fccfd31 100644
--- a/doc/openfisca-python-api/variables.html
+++ b/doc/openfisca-python-api/variables.html
@@ -268,13 +268,13 @@ Navigation
returns the oldest formula.
- Parameters:
-period (None | Instant | Period | str | int) – The period to get the formula.
+period (None | Instant | Period | str | int) – The period to get the formula.
- Returns:
Formula used to compute the variable.
- Return type:
--
+
-
diff --git a/doc/searchindex.js b/doc/searchindex.js
index 98f9f3de..595f46ac 100644
--- a/doc/searchindex.js
+++ b/doc/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"1 - Use an available country package or roll your own": [[25, "use-an-available-country-package-or-roll-your-own"]], "1) Identify the country package": [[28, "identify-the-country-package"]], "1. Install Git": [[35, "install-git"]], "2 - Identify the input data you need": [[25, "identify-the-input-data-you-need"]], "2) Clarify use case": [[28, "clarify-use-case"]], "2. Install Python": [[35, "install-python"]], "3 - Run Simulations": [[25, "run-simulations"]], "3. Install OpenFisca": [[35, "install-openfisca"]], "4. Install atom": [[35, "install-atom"]], "5. Write and run your own scripts": [[35, "write-and-run-your-own-scripts"]], " Architecture of OpenFisca": [[0, "architecture-of-openfisca"]], " Running a simulation": [[71, "running-a-simulation"]], " Licence": [[44, "licence"]], " OpenFisca web API": [[67, "openfisca-web-api"]], " Getting started": [[28, "getting-started"]], " OpenFisca Python API": [[51, "openfisca-python-api"]], " Contribute": [[18, "contribute"]], " To find help": [[24, "to-find-help"]], " Before you start": [[25, "before-you-start"]], " Key concepts": [[36, "key-concepts"]], " Manifesto & history": [[45, "manifesto-history"]], " From law to code": [[8, "from-law-to-code"]], "API endpoints": [[66, "api-endpoints"]], "Abbreviations": [[23, "abbreviations"]], "About this documentation": [[15, "about-this-documentation"]], "Access a country\u2019s source code": [[26, "access-a-country-s-source-code"]], "Access a parameter for a specific period": [[10, "access-a-parameter-for-a-specific-period"]], "Access a parameter for all periods": [[10, "access-a-parameter-for-all-periods"]], "Acronyms": [[23, "acronyms"]], "Activating the simulation tracer": [[70, "activating-the-simulation-tracer"]], "Add a new value to this parameter": [[5, "add-a-new-value-to-this-parameter"]], "Add new parameters": [[11, "add-new-parameters"]], "Add new parameters dynamically": [[11, "add-new-parameters-dynamically"]], "Adding axes: parallel axes": [[73, "adding-axes-parallel-axes"]], "Adding axes: perpendicular axes": [[73, "adding-axes-perpendicular-axes"]], "Adding information to entities": [[68, "adding-information-to-entities"]], "Additional arguments": [[52, "additional-arguments"]], "Additional documentation": [[8, "additional-documentation"]], "Advanced example: enumerations (enum)": [[2, "advanced-example-enumerations-enum"]], "Advanced uses": [[10, "advanced-uses"]], "Aggregation": [[6, "aggregation"]], "Analysing or debugging a simulation": [[70, "analysing-or-debugging-a-simulation"]], "Analysing simulation 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\ No newline at end of file
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diff --git a/doc/summary.html b/doc/summary.html
index 07983114..2af45e17 100644
--- a/doc/summary.html
+++ b/doc/summary.html
@@ -369,11 +369,13 @@ Navigation
- Enum & EnumArray
@@ -426,14 +428,28 @@
Navigation
ArrayLikeContainerCoreEntityCorePopulationDTypeBoolDTypeBytesDTypeDateDTypeEnumDTypeFloatDTypeGenericDTypeIntDTypeObjectDTypeStrDateUnitEntityKeyEntityPluralEnumEnumArrayEnumTypeFormula
GroupEntityGroupPopulationHolderIndexableInstantNavigation
PeriodPeriodStrPopulationRoleRoleKeyRolePluralSimulationSingleEntitySinglePopulationTaxBenefitSystemVariableVariableName