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4563a89bc2
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58524aae7e
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58524aae7e | |||
e8b4607c29 |
@ -4,7 +4,7 @@ from typing import Iterable, List, Literal, Mapping, Sequence, Tuple, Union
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@dataclass
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class Options:
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class FincalOptions:
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date_format: str = '%Y-%m-%d'
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closest: str = 'before' # after
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@ -94,6 +94,23 @@ def _preprocess_match_options(as_on_match: str, prior_match: str, closest: str)
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return as_on_delta, prior_delta
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class IndexSlicer:
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def __init__(self, parent_obj):
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self.parent = parent_obj
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def __getitem__(self, n):
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all_keys = list(self.parent.time_series)
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if isinstance(n, int):
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keys = [all_keys[n]]
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else:
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keys = all_keys[n]
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item = [(key, self.parent.time_series[key]) for key in keys]
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if len(item) == 1:
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return item[0]
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return item
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class TimeSeriesCore:
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"""Defines the core building blocks of a TimeSeries object"""
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@ -132,7 +149,7 @@ class TimeSeriesCore:
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self.end_date = self.dates[-1]
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self.frequency = getattr(AllFrequencies, frequency)
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def _get_slice(self, n: int):
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def _get_printable_slice(self, n: int):
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"""Returns a slice of the dataframe from beginning and end"""
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printable = {}
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@ -149,7 +166,7 @@ class TimeSeriesCore:
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def __repr__(self):
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if len(self.time_series) > 6:
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printable = self._get_slice(6)
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printable = self._get_printable_slice(6)
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printable_str = "{}([{}\n\t ...\n\t {}], frequency={})".format(
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self.__class__.__name__,
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',\n\t '.join(printable['start']),
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@ -166,7 +183,7 @@ class TimeSeriesCore:
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def __str__(self):
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if len(self.time_series) > 6:
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printable = self._get_slice(6)
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printable = self._get_printable_slice(6)
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printable_str = "[{}\n ...\n {}]".format(
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',\n '.join(printable['start']),
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',\n '.join(printable['end']),
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@ -175,29 +192,47 @@ class TimeSeriesCore:
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printable_str = "[{}]".format(',\n '.join([str(i) for i in self.time_series.items()]))
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return printable_str
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def __getitem__(self, n):
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all_keys = list(self.time_series)
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if isinstance(n, int):
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keys = [all_keys[n]]
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def __getitem__(self, key):
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if isinstance(key, int):
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raise KeyError(f"{key}. For index based slicing, use .iloc[{key}]")
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elif isinstance(key, datetime.datetime):
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item = (key, self.time_series[key])
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if isinstance(key, str):
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try:
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dt_key = datetime.datetime.strptime(key, FincalOptions.date_format)
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item = (dt_key, self.time_series[dt_key])
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except ValueError:
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raise KeyError(f"{repr(key)}. If you passed a date as a string, "
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"try setting the date format using Fincal.Options.date_format")
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except KeyError:
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raise KeyError(f"{repr(key)}. This date is not available.")
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elif isinstance(key, Sequence):
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item = [(k, self.time_series[k]) for k in key]
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else:
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keys = all_keys[n]
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item = [(key, self.time_series[key]) for key in keys]
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if len(item) == 1:
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return item[0]
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raise TypeError(f"Invalid type {repr(type(key).__name__)} for slicing.")
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return item
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def __len__(self):
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return len(self.time_series)
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def head(self, n: int = 6):
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"""Returns the first n items of the TimeSeries object"""
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keys = list(self.time_series.keys())
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keys = keys[:n]
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result = [(key, self.time_series[key]) for key in keys]
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return result
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def tail(self, n: int = 6):
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"""Returns the last n items of the TimeSeries object"""
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keys = list(self.time_series.keys())
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keys = keys[-n:]
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result = [(key, self.time_series[key]) for key in keys]
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return result
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@property
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def iloc(self):
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"""Returns an item or a set of items based on index"""
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return IndexSlicer(self)
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@ -77,23 +77,39 @@ class TimeSeries(TimeSeriesCore):
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return new_ts
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def bfill(self, inplace=False):
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num_days = (self.end_date - self.start_date).days + 1
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def bfill(self, inplace: bool = False, limit: int = None) -> Union[TimeSeries, None]:
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"""Backward fill missing dates in the time series
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new_ts = dict()
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for i in range(num_days):
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cur_date = self.end_date - datetime.timedelta(days=i)
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Parameters
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----------
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inplace : bool
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Modify the time-series data in place and return None.
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limit : int, optional
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Maximum number of periods to back fill
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Returns
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-------
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Returns a TimeSeries object if inplace is False, otherwise None
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"""
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eomonth = True if self.frequency.days >= AllFrequencies.M.days else False
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dates_to_fill = create_date_series(self.start_date, self.end_date, self.frequency.symbol, eomonth)
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dates_to_fill.append(self.end_date)
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bfill_ts = dict()
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for cur_date in reversed(dates_to_fill):
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try:
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cur_val = self.time_series[cur_date]
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except KeyError:
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pass
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new_ts.update({cur_date: cur_val})
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bfill_ts.update({cur_date: cur_val})
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new_ts = {k: bfill_ts[k] for k in reversed(bfill_ts)}
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if inplace:
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self.time_series = new_ts
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return None
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return dict(reversed(new_ts.items()))
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return new_ts
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def calculate_returns(
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self,
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