Data
Entitites
An Entity
is an object which stores information representing a real world object in the Marquee
universe. These objects are representative of common resources such as an
Asset
or
Country
. Entities are associated with many datasets in Marquee, such as our Equity Implied
Volatility dataset that is keyed off an Asset. Entities can be used in conjunction with a
DataCoordinate
to obtain a data series associated with that entity.
Entity Types
Below is an overview of the various Entity
sub-classes used in GS Quant.
Entity Type | Description | Primary ID |
---|---|---|
Asset | Security or observable instrument | Marquee Asset ID |
Country | ISO 3166 countries | ISO 3166-2 |
Subdivision | ISO 3166 subdivsions of countries | ISO 3166-2 |
Fetching Entities
Each Entity
sub-class can be used to fetch their respective sub-class using various identifiers.
Note
Examples require an initialized GsSession and relevant identifier licenses. Please refer to Sessions for details.
from gs_quant.entities.entity import Country, Subdivision
from gs_quant.markets.securities import Asset, AssetIdentifier
us: Country = Country.get('US', Country.Identifier.MARQUEE_ID)
gb: Country = Country.get('United Kingdom', Country.Identifier.NAME)
spx: Asset = Asset.get('SPX', AssetIdentifier.BLOOMBERG_ID)
new_york: Subdivision = Subdivision.get('US-NY', Subdivision.Identifier.MARQUEE_ID)
Output:
<gs_quant.entities.entity.Country object at 0x000001D413790448>
<gs_quant.entities.entity.Country object at 0x000001D4137972C8>
<gs_quant.markets.securities.Index object at 0x000001D413614508>
<gs_quant.entities.entity.Subdivision object at 0x000001D4137902C8>
Each sub-class has additional information about the Entity
which can be retrieved. In this case,
the Country
and Subdivision
entities referencing the United Kingdom and New York State
respectively.
print(f'GB - Region: {gb.get_region()}')
print(f'GB - ISO 3166 Alpha-3: {gb.get_alpha3()}')
print(f'GB - ISO 3166 Country Code: {gb.get_country_code()}\n')
print(f'New York - Name: {new_york.get_name()}')
Output:
GB - Region: Europe
GB - ISO 3166 Alpha-3: GBR
GB - ISO 3166 Country Code: 826
New York - Name: New York
Using Entities to Resolve a DataCoordinate
Entity
objects can be utlized to resolve a DataCoordinate
to fetch a unique series in the
Marquee Data Platform without having to specify a Dataset ID.
import datetime as dt
from gs_quant.data import DataDimension, DataCoordinate, DataMeasure
dimensions = {
DataDimension.TENOR: '1m',
DataDimension.STRIKE_REFERENCE: 'spot',
DataDimension.RELATIVE_STRIKE: .8
}
coordinate: DataCoordinate = spx.get_data_coordinate(measure=DataMeasure.IMPLIED_VOLATILITY,
dimensions=dimensions,
frequency=DataFrequency.DAILY)
coordinate.get_series(start=dt.date(2020, 1, 1), end=dt.date(2020, 1, 8))
Output:
2020-01-02 0.300644
2020-01-03 0.315498
2020-01-06 0.311003
2020-01-07 0.306926
2020-01-08 0.308256
dtype: float64
Related Content
Assets and Security Master
arrow_forwardData Coordinates
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