Skip to main content

DownCaptureRatio

Struct DownCaptureRatio 

Source
pub struct DownCaptureRatio { /* private fields */ }
Expand description

Calculates the down capture ratio of portfolio returns relative to a benchmark.

The down capture ratio measures how the portfolio performed, on average, during the periods when the benchmark return was negative. It is the ratio of the portfolio’s geometric annualized return to the benchmark’s geometric annualized return, both computed over the down-market subset only:

DownCapture = annualized_return(portfolio | benchmark < 0) / annualized_return(benchmark | benchmark < 0)

where each side’s annualized return is the geometric (CAGR-style) value (prod(1 + x_i))^(period / m) - 1 and m is the number of down-market periods (the size of the filtered subset, not the full aligned length). The period defaults to 252 trading days. A value below 1.0 means the portfolio lost less than the benchmark in down markets (smaller drawdowns), which is desirable.

This is the empyrical.down_capture convention (geometric annualized-return ratio over the benchmark < 0 subset). Note that this differs from the Morningstar definition, which uses a ratio of cumulative (non-annualized) returns; the two coincide only when both subsets contain the same number of periods.

§References

Implementations§

Source§

impl DownCaptureRatio

Source

pub fn new(period: Option<usize>) -> Self

Creates a new DownCaptureRatio instance.

Trait Implementations§

Source§

impl Clone for DownCaptureRatio

Source§

fn clone(&self) -> DownCaptureRatio

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
Source§

impl Debug for DownCaptureRatio

Source§

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
Source§

impl DerefToPyAny for DownCaptureRatio

Source§

impl Display for DownCaptureRatio

Source§

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
Source§

impl<'a, 'py> FromPyObject<'a, 'py> for DownCaptureRatio
where Self: Clone,

Source§

type Error = PyClassGuardError<'a, 'py>

The type returned in the event of a conversion error. Read more
Source§

fn extract( obj: Borrowed<'a, 'py, PyAny>, ) -> Result<Self, <Self as FromPyObject<'a, 'py>>::Error>

Extracts Self from the bound smart pointer obj. Read more
Source§

impl<'py> IntoPyObject<'py> for DownCaptureRatio

Source§

type Target = DownCaptureRatio

The Python output type
Source§

type Output = Bound<'py, <DownCaptureRatio as IntoPyObject<'py>>::Target>

The smart pointer type to use. Read more
Source§

type Error = PyErr

The type returned in the event of a conversion error.
Source§

fn into_pyobject( self, py: Python<'py>, ) -> Result<<Self as IntoPyObject<'_>>::Output, <Self as IntoPyObject<'_>>::Error>

Performs the conversion.
Source§

impl PortfolioStatistic for DownCaptureRatio

Source§

type Item = f64

Source§

fn name(&self) -> String

Returns the name of this statistic for display and identification purposes.
Source§

fn calculate_from_returns(&self, _returns: &Returns) -> Option<Self::Item>

Calculates the statistic from time-indexed returns data. Read more
Source§

fn calculate_from_realized_pnls( &self, _realized_pnls: &[f64], ) -> Option<Self::Item>

Calculates the statistic from realized profit and loss values. Read more
Source§

fn calculate_from_positions( &self, _positions: &[Position], ) -> Option<Self::Item>

Calculates the statistic from position data. Read more
Source§

fn calculate_from_returns_with_benchmark( &self, returns: &Returns, benchmark: &Returns, ) -> Option<Self::Item>

Calculates the statistic from time-indexed strategy returns relative to a benchmark. Read more
Source§

fn calculate_from_orders( &self, orders: Vec<Box<dyn Order>>, ) -> Option<Self::Item>

Calculates the statistic from order data. Read more
Source§

fn align_returns(&self, a: &Returns, b: &Returns) -> (Vec<f64>, Vec<f64>)

Aligns two returns series onto a common daily grid. Read more
Source§

fn check_valid_returns(&self, returns: &Returns) -> bool

Validates that returns data is not empty.
Source§

fn downsample_to_daily_bins(&self, returns: &Returns) -> Returns

Downsamples high-frequency returns to daily bins by geometric compounding. Read more
Source§

fn calculate_std(&self, returns: &Returns) -> f64

Calculates the standard deviation of returns with Bessel’s correction.
Source§

impl PyClass for DownCaptureRatio

Source§

const NAME: &str = "DownCaptureRatio"

Name of the class. Read more
Source§

type Frozen = False

Whether the pyclass is frozen. Read more
Source§

impl PyClassImpl for DownCaptureRatio

Source§

const MODULE: Option<&str>

Module which the class will be associated with. Read more
Source§

const IS_BASETYPE: bool = false

#[pyclass(subclass)]
Source§

const IS_SUBCLASS: bool = false

#[pyclass(extends=…)]
Source§

const IS_MAPPING: bool = false

#[pyclass(mapping)]
Source§

const IS_SEQUENCE: bool = false

#[pyclass(sequence)]
Source§

const IS_IMMUTABLE_TYPE: bool = false

#[pyclass(immutable_type)]
Source§

const RAW_DOC: &'static CStr = /// Calculates the down capture ratio of portfolio returns relative to a benchmark. /// /// The down capture ratio measures how the portfolio performed, on average, during the /// periods when the benchmark return was negative. It is the ratio of the portfolio's /// geometric annualized return to the benchmark's geometric annualized return, both /// computed over the down-market subset only: /// /// `DownCapture = annualized_return(portfolio | benchmark < 0) / annualized_return(benchmark | benchmark < 0)` /// /// where each side's annualized return is the geometric (CAGR-style) value /// `(prod(1 + x_i))^(period / m) - 1` and `m` is the number of down-market periods (the /// size of the filtered subset, not the full aligned length). The period defaults to /// 252 trading days. A value below 1.0 means the portfolio lost less than the benchmark /// in down markets (smaller drawdowns), which is desirable. /// /// This is the `empyrical.down_capture` convention (geometric annualized-return ratio /// over the `benchmark < 0` subset). Note that this differs from the Morningstar /// definition, which uses a ratio of *cumulative* (non-annualized) returns; the two /// coincide only when both subsets contain the same number of periods. /// /// # References /// /// - empyrical `down_capture` / `capture` / `annual_return` /// (<https://github.com/quantopian/empyrical>). /// - CFA Institute Investment Foundations, 3rd Edition

Docstring for the class provided on the struct or enum. Read more
Source§

const DOC: &'static CStr

Fully rendered class doc, including the text_signature if a constructor is defined. Read more
Source§

type Layout = <<DownCaptureRatio as PyClassImpl>::BaseNativeType as PyClassBaseType>::Layout<DownCaptureRatio>

Description of how this class is laid out in memory
Source§

type BaseType = PyAny

Base class
Source§

type ThreadChecker = NoopThreadChecker

This handles following two situations: Read more
Source§

type Inventory = Pyo3MethodsInventoryForDownCaptureRatio

Source§

type PyClassMutability = <<PyAny as PyClassBaseType>::PyClassMutability as PyClassMutability>::MutableChild

Immutable or mutable
Source§

type Dict = PyClassDummySlot

Specify this class has #[pyclass(dict)] or not.
Source§

type WeakRef = PyClassDummySlot

Specify this class has #[pyclass(weakref)] or not.
Source§

type BaseNativeType = PyAny

The closest native ancestor. This is PyAny by default, and when you declare #[pyclass(extends=PyDict)], it’s PyDict.
Source§

fn items_iter() -> PyClassItemsIter

Source§

fn lazy_type_object() -> &'static LazyTypeObject<Self>

§

fn dict_offset() -> Option<PyObjectOffset>

Used to provide the dictoffset slot (equivalent to tp_dictoffset)
§

fn weaklist_offset() -> Option<PyObjectOffset>

Used to provide the weaklistoffset slot (equivalent to tp_weaklistoffset
Source§

impl PyClassNewTextSignature for DownCaptureRatio

Source§

const TEXT_SIGNATURE: &'static str = "(period=None)"

Source§

impl PyStubType for DownCaptureRatio

Source§

fn type_output() -> TypeInfo

The type to be used in the output signature, i.e. return type of the Python function or methods.
§

fn type_input() -> TypeInfo

The type to be used in the input signature, i.e. the arguments of the Python function or methods. Read more
Source§

impl PyTypeInfo for DownCaptureRatio

Source§

const NAME: &str = <Self as ::pyo3::PyClass>::NAME

👎Deprecated since 0.28.0:

prefer using ::type_object(py).name() to get the correct runtime value

Class name.
Source§

const MODULE: Option<&str> = <Self as ::pyo3::impl_::pyclass::PyClassImpl>::MODULE

👎Deprecated since 0.28.0:

prefer using ::type_object(py).module() to get the correct runtime value

Module name, if any.
Source§

fn type_object_raw(py: Python<'_>) -> *mut PyTypeObject

Returns the PyTypeObject instance for this type.
§

fn type_object(py: Python<'_>) -> Bound<'_, PyType>

Returns the safe abstraction over the type object.
§

fn is_type_of(object: &Bound<'_, PyAny>) -> bool

Checks if object is an instance of this type or a subclass of this type.
§

fn is_exact_type_of(object: &Bound<'_, PyAny>) -> bool

Checks if object is an instance of this type.

Auto Trait Implementations§

Blanket Implementations§

§

impl<T> Allocation for T
where T: RefUnwindSafe + Send + Sync,

Source§

impl<T> Any for T
where T: 'static + ?Sized,

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
§

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

§

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

Source§

impl<T> CloneToUninit for T
where T: Clone,

Source§

unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

§

impl<'py, T> FromPyObjectOwned<'py> for T
where T: for<'a> FromPyObject<'a, 'py>,

Source§

impl<T, U> Into<U> for T
where U: From<T>,

Source§

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

§

impl<'py, T> IntoPyObjectExt<'py> for T
where T: IntoPyObject<'py>,

§

fn into_bound_py_any(self, py: Python<'py>) -> Result<Bound<'py, PyAny>, PyErr>

Converts self into an owned Python object, dropping type information.
§

fn into_py_any(self, py: Python<'py>) -> Result<Py<PyAny>, PyErr>

Converts self into an owned Python object, dropping type information and unbinding it from the 'py lifetime.
§

fn into_pyobject_or_pyerr(self, py: Python<'py>) -> Result<Self::Output, PyErr>

Converts self into a Python object. Read more
§

impl<'py, T> IntoPyObjectNautilusExt<'py> for T
where T: IntoPyObjectExt<'py>,

§

fn into_py_any_unwrap(self, py: Python<'py>) -> Py<PyAny>
where Self: IntoPyObject<'py, Error = !>,

Converts self into a [Py<PyAny>] when the underlying conversion is infallible.
§

impl<T> PyErrArguments for T
where T: for<'py> IntoPyObject<'py> + Send + Sync,

§

fn arguments(self, py: Python<'_>) -> Py<PyAny>

Arguments for exception
§

impl<T> PyTypeCheck for T
where T: PyTypeInfo,

§

fn type_check(object: &Bound<'_, PyAny>) -> bool

Checks if object is an instance of Self, which may include a subtype. Read more
§

fn classinfo_object(py: Python<'_>) -> Bound<'_, PyAny>

Returns the expected type as a possible argument for the isinstance and issubclass function. Read more
§

impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

Source§

impl<T> Same for T

Source§

type Output = T

Should always be Self
Source§

impl<T> ToOwned for T
where T: Clone,

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
Source§

impl<T> ToString for T
where T: Display + ?Sized,

Source§

fn to_string(&self) -> String

Converts the given value to a String. Read more
Source§

impl<T, U> TryFrom<U> for T
where U: Into<T>,

Source§

type Error = !

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
§

impl<T> Ungil for T
where T: Send,