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OpenBB/openbb_terminal/common/technical_analysis/overlap_view.py
teh_coderer 602cfa2c8c [POC] Plotly Backend (#3941)
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---------

Co-authored-by: Theodore Aptekarev <aptekarev@gmail.com>
Co-authored-by: Chavithra <chavithra@gmail.com>
2023-03-01 22:48:45 -05:00

164 lines
4.3 KiB
Python

"""TA Overlap View"""
__docformat__ = "numpy"
import logging
import os
from typing import List, Optional, Union
import pandas as pd
from openbb_terminal import OpenBBFigure
from openbb_terminal.core.plots.plotly_ta.ta_class import PlotlyTA
from openbb_terminal.decorators import log_start_end
from openbb_terminal.helper_funcs import export_data
from openbb_terminal.rich_config import console
logger = logging.getLogger(__name__)
# pylint: disable=too-many-arguments
@log_start_end(log=logger)
def view_ma(
data: pd.Series,
window: Optional[List[int]] = None,
offset: int = 0,
ma_type: str = "EMA",
symbol: str = "",
export: str = "",
sheet_name: Optional[str] = None,
external_axes: bool = False,
) -> Union[OpenBBFigure, None]:
"""Plots MA technical indicator
Parameters
----------
data: pd.Series
Series of prices
window: List[int]
Length of EMA window
offset: int
Offset variable
ma_type: str
Type of moving average. Either "EMA" "ZLMA" or "SMA"
symbol: str
Ticker
sheet_name: str
Optionally specify the name of the sheet the data is exported to.
export: str
Format to export data
external_axes : bool, optional
Whether to return the figure object or not, by default False
Examples
--------
>>> from openbb_terminal.sdk import openbb
>>> df = openbb.stocks.load("AAPL")
>>> openbb.ta.ma_chart(data=df["Adj Close"], symbol="AAPL", ma_type="EMA", window=[20, 50, 100])
>>> from openbb_terminal.sdk import openbb
>>> spuk_index = openbb.economy.index(indices = ["^SPUK"])
>>> openbb.ta.ma_chart(data = spuk_index["^SPUK"], symbol = "S&P UK Index", ma_type = "EMA", window = [20, 50, 100])
"""
# Define a dataframe for adding EMA series to it
price_df = pd.DataFrame(data)
price_df.index.name = "date"
if not window:
window = [50]
ta = PlotlyTA()
fig = ta.plot(
data,
{f"{ma_type.lower()}": dict(length=window, offset=offset)},
f"{symbol.upper()} {ma_type.upper()}",
False,
volume=False,
)
export_data(
export,
os.path.dirname(os.path.abspath(__file__)).replace("common", "stocks"),
f"{ma_type.lower()}{'_'.join([str(win) for win in window])}", # type: ignore
price_df,
sheet_name,
fig,
)
return fig.show(external=external_axes)
@log_start_end(log=logger)
def view_vwap(
data: pd.DataFrame,
symbol: str = "",
start_date: Optional[str] = None,
end_date: Optional[str] = None,
offset: int = 0,
interval: str = "",
export: str = "",
sheet_name: Optional[str] = None,
external_axes: bool = False,
) -> Union[OpenBBFigure, None]:
"""Plots VWMA technical indicator
Parameters
----------
data : pd.DataFrame
Dataframe of OHLC prices
symbol : str
Ticker
offset : int
Offset variable
start_date: Optional[str]
Initial date, format YYYY-MM-DD
end_date: Optional[str]
Final date, format YYYY-MM-DD
interval : str
Interval of data
export : str
Format to export data
external_axes : bool, optional
Whether to return the figure object or not, by default False
"""
data.index = data.index.tz_localize(None)
if start_date is None:
start = data.index[0].date()
console.print(f"No start date specified. Start date: {start}")
else:
start = start_date
if end_date is None:
end = data.index[-1].date()
console.print(f"No end date specified. End date: {end}")
else:
end = end_date
day_df = data[(start <= data.index.date) & (data.index.date <= end)]
if len(day_df) == 0:
return console.print(
f"[red]No data found between {start.strftime('%Y-%m-%d')} and {end.strftime('%Y-%m-%d')}\n[/red]"
)
ta = PlotlyTA()
fig = ta.plot(
day_df,
dict(vwap=dict(offset=offset)),
f"{symbol.upper()} {interval} VWAP",
volume=False,
)
export_data(
export,
os.path.dirname(os.path.abspath(__file__)).replace("common", "stocks"),
"VWAP",
ta.df_ta,
sheet_name,
fig,
)
return fig.show(external=external_axes)