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qiskit.finance.data_providers.BaseDataProvider

class BaseDataProvider[source]

The abstract base class for data_provider modules within Qiskit’s finance module.

To create add-on data_provider module subclass the BaseDataProvider class in this module. Doing so requires that the required driver interface is implemented.

To use the subclasses, please see https://github.com/Qiskit/qiskit-tutorials/blob/master/legacy_tutorials/aqua/finance/data_providers/time_series.ipynb

abstract __init__()[source]

Initialize self. See help(type(self)) for accurate signature.

Methods

__init__()

Initialize self.

get_coordinates()

Returns random coordinates for visualisation purposes.

get_covariance_matrix()

Returns the covariance matrix.

get_mean_vector()

Returns a vector containing the mean value of each asset.

get_period_return_covariance_matrix()

Returns a vector containing the mean value of each asset.

get_period_return_mean_vector()

Returns a vector containing the mean value of each asset.

get_similarity_matrix()

Returns time-series similarity matrix computed using dynamic time warping.

run()

Loads data.

get_coordinates()[source]

Returns random coordinates for visualisation purposes.

Return type

Tuple[float, float]

get_covariance_matrix()[source]

Returns the covariance matrix.

Return type

ndarray

Returns

an asset-to-asset covariance matrix.

Raises

QiskitFinanceError – no data loaded

get_mean_vector()[source]

Returns a vector containing the mean value of each asset.

Return type

ndarray

Returns

a per-asset mean vector.

Raises

QiskitFinanceError – no data loaded

get_period_return_covariance_matrix()[source]

Returns a vector containing the mean value of each asset.

Return type

ndarray

Returns

a per-asset mean vector.

Raises

QiskitFinanceError – no data loaded

get_period_return_mean_vector()[source]

Returns a vector containing the mean value of each asset.

Return type

ndarray

Returns

a per-asset mean vector.

Raises

QiskitFinanceError – no data loaded

get_similarity_matrix()[source]

Returns time-series similarity matrix computed using dynamic time warping.

Return type

ndarray

Returns

an asset-to-asset similarity matrix.

Raises

QiskitFinanceError – no data loaded

abstract run()[source]

Loads data.

Return type

None