Tests for beta and bug fixes
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@ -140,7 +140,7 @@ class TimeSeries(TimeSeriesCore):
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self,
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data: List[Iterable] | Mapping,
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frequency: Literal["D", "W", "M", "Q", "H", "Y"] = None,
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validate_frequency: bool = False,
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validate_frequency: bool = True,
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date_format: str = "%Y-%m-%d",
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):
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"""Instantiate a TimeSeriesCore object"""
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@ -448,7 +448,7 @@ class TimeSeries(TimeSeriesCore):
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)
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rolling_returns.append(returns)
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rolling_returns.sort()
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return self.__class__(rolling_returns, self.frequency.symbol)
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return self.__class__(rolling_returns, frequency.symbol)
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@date_parser(1, 2)
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def volatility(
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@ -1,3 +1,5 @@
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from __future__ import annotations
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import datetime
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import statistics
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from typing import Literal
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@ -82,3 +82,37 @@ class TestSharpe:
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return_period_value=12,
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)
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assert round(sharpe_ratio, 4) == 0.3199
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class TestBeta:
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def test_beta_daily_freq(self, create_test_data):
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market_data = create_test_data(num=3600, frequency=pft.AllFrequencies.D)
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stock_data = create_test_data(num=3600, frequency=pft.AllFrequencies.D, mu=0.12, sigma=0.08)
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sts = pft.TimeSeries(stock_data, "D")
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mts = pft.TimeSeries(market_data, "D")
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beta = pft.beta(sts, mts, frequency="D", return_period_unit="days", return_period_value=1)
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assert round(beta, 4) == 1.6001
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def test_beta_daily_freq_daily_returns(self, create_test_data):
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market_data = create_test_data(num=3600, frequency=pft.AllFrequencies.D)
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stock_data = create_test_data(num=3600, frequency=pft.AllFrequencies.D, mu=0.12, sigma=0.08)
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sts = pft.TimeSeries(stock_data, "D")
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mts = pft.TimeSeries(market_data, "D")
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beta = pft.beta(sts, mts)
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assert round(beta, 4) == 1.6292
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def test_beta_monthly_freq(self, create_test_data):
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market_data = create_test_data(num=3600, frequency=pft.AllFrequencies.D)
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stock_data = create_test_data(num=3600, frequency=pft.AllFrequencies.D, mu=0.12, sigma=0.08)
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sts = pft.TimeSeries(stock_data, "D")
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mts = pft.TimeSeries(market_data, "D")
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beta = pft.beta(sts, mts, frequency="M")
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assert round(beta, 4) == 1.629
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def test_beta_monthly_freq_monthly_returns(self, create_test_data):
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market_data = create_test_data(num=3600, frequency=pft.AllFrequencies.D)
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stock_data = create_test_data(num=3600, frequency=pft.AllFrequencies.D, mu=0.12, sigma=0.08)
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sts = pft.TimeSeries(stock_data, "D")
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mts = pft.TimeSeries(market_data, "D")
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beta = pft.beta(sts, mts, frequency="M", return_period_unit="months", return_period_value=1)
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assert round(beta, 4) == 1.6023
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