Documentation for max_drawdown

Added other type hints for variables
This commit is contained in:
Gourav Kumar 2022-03-16 00:36:10 +05:30
parent b2a4d73c59
commit 1a5518e62a

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@ -3,7 +3,7 @@ from __future__ import annotations
import datetime
import math
import statistics
from typing import Iterable, List, Literal, Mapping, Union
from typing import Iterable, List, Literal, Mapping, TypedDict, Union
from dateutil.relativedelta import relativedelta
@ -16,6 +16,12 @@ from .utils import (
)
class MaxDrawdown(TypedDict):
start_date: datetime.datetime
end_date: datetime.datetime
drawdown: float
@date_parser(0, 1)
def create_date_series(
start_date: Union[str, datetime.datetime],
@ -115,11 +121,11 @@ class TimeSeries(TimeSeriesCore):
super().__init__(data, frequency, date_format)
def info(self):
def info(self) -> str:
"""Summary info about the TimeSeries object"""
total_dates = len(self.data.keys())
res_string = "First date: {}\nLast date: {}\nNumber of rows: {}"
total_dates: int = len(self.data.keys())
res_string: str = "First date: {}\nLast date: {}\nNumber of rows: {}"
return res_string.format(self.start_date, self.end_date, total_dates)
def ffill(self, inplace: bool = False, limit: int = None) -> Union[TimeSeries, None]:
@ -138,7 +144,7 @@ class TimeSeries(TimeSeriesCore):
Returns a TimeSeries object if inplace is False, otherwise None
"""
eomonth = True if self.frequency.days >= AllFrequencies.M.days else False
eomonth: bool = True if self.frequency.days >= AllFrequencies.M.days else False
dates_to_fill = create_date_series(self.start_date, self.end_date, self.frequency.symbol, eomonth)
new_ts = dict()
@ -171,7 +177,7 @@ class TimeSeries(TimeSeriesCore):
Returns a TimeSeries object if inplace is False, otherwise None
"""
eomonth = True if self.frequency.days >= AllFrequencies.M.days else False
eomonth: bool = True if self.frequency.days >= AllFrequencies.M.days else False
dates_to_fill = create_date_series(self.start_date, self.end_date, self.frequency.symbol, eomonth)
dates_to_fill.append(self.end_date)
@ -517,21 +523,31 @@ class TimeSeries(TimeSeriesCore):
rr = self.calculate_rolling_returns(**kwargs)
return statistics.mean(rr.values)
def max_drawdown(self):
max_val_dict = {}
def max_drawdown(self) -> MaxDrawdown:
"""Calculates the maximum fall the stock has taken between any two points.
prev_val = 0
prev_date = list(self.data)[0]
Returns
-------
MaxDrawdown
Returns the start_date, end_date, and the drawdown value in decimal.
"""
drawdowns: dict = dict()
prev_val: float = 0
prev_date: datetime.datetime = list(self.data)[0]
for dt, val in self.data.items():
if val > prev_val:
max_val_dict[dt] = (dt, val, 0)
drawdowns[dt] = (dt, val, 0)
prev_date, prev_val = dt, val
else:
max_val_dict[dt] = (prev_date, prev_val, val / prev_val - 1)
drawdowns[dt] = (prev_date, prev_val, val / prev_val - 1)
max_drawdown = min(max_val_dict.items(), key=lambda x: x[1][2])
max_drawdown = dict(start_date=max_drawdown[1][0], end_date=max_drawdown[0], drawdown=max_drawdown[1][2])
max_drawdown = min(drawdowns.items(), key=lambda x: x[1][2])
max_drawdown: MaxDrawdown = dict(
start_date=max_drawdown[1][0], end_date=max_drawdown[0], drawdown=max_drawdown[1][2]
)
return max_drawdown