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ReturnsVolatility

Struct ReturnsVolatility 

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pub struct ReturnsVolatility { /* private fields */ }
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Calculates the annualized volatility (standard deviation) of portfolio returns.

Volatility is calculated as the standard deviation of returns, annualized by multiplying the daily standard deviation by the square root of the period: Standard Deviation * sqrt(period)

Uses Bessel’s correction (ddof=1) for sample standard deviation. This provides a measure of the portfolio’s risk or uncertainty of returns.

§References

  • CFA Institute Level I Curriculum: Quantitative Methods
  • Hull, J. C. (2018). Options, Futures, and Other Derivatives (10th ed.). Pearson.
  • Fabozzi, F. J., et al. (2002). The Handbook of Financial Instruments. Wiley.

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impl ReturnsVolatility

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

Creates a new ReturnsVolatility instance.

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impl Clone for ReturnsVolatility

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fn clone(&self) -> ReturnsVolatility

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for ReturnsVolatility

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

Formats the value using the given formatter. Read more
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impl Display for ReturnsVolatility

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

Formats the value using the given formatter. Read more
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impl<'a, 'py> FromPyObject<'a, 'py> for ReturnsVolatility
where Self: Clone,

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type Error = PyClassGuardError<'a, 'py>

The type returned in the event of a conversion error. Read more
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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
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impl<'py> IntoPyObject<'py> for ReturnsVolatility

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type Target = ReturnsVolatility

The Python output type
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type Output = Bound<'py, <ReturnsVolatility as IntoPyObject<'py>>::Target>

The smart pointer type to use. Read more
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type Error = PyErr

The type returned in the event of a conversion error.
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fn into_pyobject( self, py: Python<'py>, ) -> Result<<Self as IntoPyObject<'_>>::Output, <Self as IntoPyObject<'_>>::Error>

Performs the conversion.
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impl PortfolioStatistic for ReturnsVolatility

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type Item = f64

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fn name(&self) -> String

Returns the name of this statistic for display and identification purposes.
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fn calculate_from_returns(&self, raw_returns: &Returns) -> Option<Self::Item>

Calculates the statistic from time-indexed returns data. Read more
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fn calculate_from_realized_pnls( &self, _realized_pnls: &[f64], ) -> Option<Self::Item>

Calculates the statistic from realized profit and loss values. Read more
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fn calculate_from_positions( &self, _positions: &[Position], ) -> Option<Self::Item>

Calculates the statistic from position data. Read more
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fn calculate_from_orders( &self, orders: Vec<Box<dyn Order>>, ) -> Option<Self::Item>

Calculates the statistic from order data. Read more
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fn check_valid_returns(&self, returns: &Returns) -> bool

Validates that returns data is not empty.
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fn downsample_to_daily_bins(&self, returns: &Returns) -> Returns

Downsamples high-frequency returns to daily bins for daily statistics calculation.
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fn calculate_std(&self, returns: &Returns) -> f64

Calculates the standard deviation of returns with Bessel’s correction.
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impl PyClass for ReturnsVolatility

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const NAME: &str = "ReturnsVolatility"

Name of the class. Read more
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type Frozen = False

Whether the pyclass is frozen. Read more
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impl PyClassImpl for ReturnsVolatility

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const MODULE: Option<&str>

Module which the class will be associated with. Read more
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const IS_BASETYPE: bool = false

#[pyclass(subclass)]
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const IS_SUBCLASS: bool = false

#[pyclass(extends=…)]
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const IS_MAPPING: bool = false

#[pyclass(mapping)]
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const IS_SEQUENCE: bool = false

#[pyclass(sequence)]
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const IS_IMMUTABLE_TYPE: bool = false

#[pyclass(immutable_type)]
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const RAW_DOC: &'static CStr = /// Calculates the annualized volatility (standard deviation) of portfolio returns. /// /// Volatility is calculated as the standard deviation of returns, annualized by /// multiplying the daily standard deviation by the square root of the period: /// `Standard Deviation * sqrt(period)` /// /// Uses Bessel's correction (ddof=1) for sample standard deviation. /// This provides a measure of the portfolio's risk or uncertainty of returns. /// /// # References /// /// - CFA Institute Level I Curriculum: Quantitative Methods /// - Hull, J. C. (2018). *Options, Futures, and Other Derivatives* (10th ed.). Pearson. /// - Fabozzi, F. J., et al. (2002). *The Handbook of Financial Instruments*. Wiley.

Docstring for the class provided on the struct or enum. Read more
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const DOC: &'static CStr

Fully rendered class doc, including the text_signature if a constructor is defined. Read more
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type Layout = <<ReturnsVolatility as PyClassImpl>::BaseNativeType as PyClassBaseType>::Layout<ReturnsVolatility>

Description of how this class is laid out in memory
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type BaseType = PyAny

Base class
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type ThreadChecker = NoopThreadChecker

This handles following two situations: Read more
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type Inventory = Pyo3MethodsInventoryForReturnsVolatility

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

Immutable or mutable
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type Dict = PyClassDummySlot

Specify this class has #[pyclass(dict)] or not.
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type WeakRef = PyClassDummySlot

Specify this class has #[pyclass(weakref)] or not.
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type BaseNativeType = PyAny

The closest native ancestor. This is PyAny by default, and when you declare #[pyclass(extends=PyDict)], it’s PyDict.
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fn items_iter() -> PyClassItemsIter

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

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fn dict_offset() -> Option<PyObjectOffset>

Used to provide the dictoffset slot (equivalent to tp_dictoffset)
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fn weaklist_offset() -> Option<PyObjectOffset>

Used to provide the weaklistoffset slot (equivalent to tp_weaklistoffset
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impl PyClassNewTextSignature for ReturnsVolatility

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

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impl PyStubType for ReturnsVolatility

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fn type_output() -> TypeInfo

The type to be used in the output signature, i.e. return type of the Python function or methods.
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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
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impl PyTypeInfo for ReturnsVolatility

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

Returns the PyTypeObject instance for this type.
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fn type_object(py: Python<'_>) -> Bound<'_, PyType>

Returns the safe abstraction over the type object.
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fn is_type_of(object: &Bound<'_, PyAny>) -> bool

Checks if object is an instance of this type or a subclass of this type.
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fn is_exact_type_of(object: &Bound<'_, PyAny>) -> bool

Checks if object is an instance of this type.
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impl DerefToPyAny for ReturnsVolatility

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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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
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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fn into(self) -> U

Calls U::from(self).

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

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<'py, T> IntoPyObjectExt<'py> for T
where T: IntoPyObject<'py>,

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

Converts self into an owned Python object, dropping type information.
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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.
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fn into_pyobject_or_pyerr(self, py: Python<'py>) -> Result<Self::Output, PyErr>

Converts self into a Python object. Read more
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impl<'py, T> IntoPyObjectNautilusExt<'py> for T
where T: IntoPyObjectExt<'py>,

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Convert self into a [Py<PyAny>] while panicking if the conversion fails. Read more
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where T: for<'py> IntoPyObject<'py> + Send + Sync,

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Arguments for exception
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where T: PyTypeInfo,

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const NAME: &'static str = T::NAME

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Name of self. This is used in error messages, for example.
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Checks if object is an instance of Self, which may include a subtype. Read more
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Returns the expected type as a possible argument for the isinstance and issubclass function. Read more
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Performs the conversion.
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where T: RefUnwindSafe + Send + Sync,

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