mirror of
https://github.com/OpenBB-finance/OpenBB.git
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* fix gov tests * refactor insider * new virtual path extraction * removed some symbol default params as they're considered critical * little adjustments * portfolio refactor * merge API factory * add helpers, stocks, crypto, forex * minor forex changes * include forex api paths * add 2 missing forex funcs * portfolio brokers refactor * display help on api func call * add econometrics virtual paths to api * add api unit test * fixed report for the new api * minor portfolio refactorings * added gdapps * anchor_yield path * some more crypto path fixes * small change * fixed wrong param * minor fixes * wip - inital commit for forex report * add bw as a model, we'll get better solution afterwards * added ema with dummy model as it adds great functionality to the report * minor fixes * wip - added functions to forex report * add feedparser news path * add new virtual paths to api * adding commands to equity report * revert to old paths, new ones were breaking * Add in very basic ETF report * Add candle chart to ETF report * add etf load * allow use of candle without data * add raw to candle * added forex report * ongoing equity report * equity report change * fix some portfolio bugs and add docstrings * include portfolio paths and coin class * add crypto paths * change event dates to str * starting economy report * window for limit * equity report and refactor newsapi * add helper to api * update on economy report * equity report * update economy report * refactor some docstrings * change maturities helper * refactor newsapi * refactor futures command * add some sauce to ycrv plot * black * update report * refactor alphavantage * refactor wsj * update economy report * ycrv tenor * map avaiable_indices * map economy helpers * fix econdb docstring * add plots on economy report * minor fixes * wip - crypto report * update economy report * added same default args as view * added view to explicity use chart=True when suing the api * adjustments - removed rich tables to use only df * final version economy report * change report name * equity report for review * linting * add etf symbols endpoint * incorporate feedback economy report * fix reports launch by adding tag to economy report * fix equity bug * remove analyst name * fix * fix news * make links hyperlinks for equity * click links * fixed arg name * improved news * small improves * Fix light terminal stylesheet that would prevent using it in notebooks (#2473) * improved report * run reports in installer * fix #2209 * minor ycrv refactoring * refactor portfolio/holdv virtual path * refactor benchmark trades * fix events args * adapt economy report to changes * fix portfolio controller bug * holdv refactor * refactor perf command * start portfolio report * remove perf view * refactor holp * add textwrap3 to poetry (doesn't solve the error) * fix equity after merge * add some rolling commands * fix equity after save button * improved crypto report, plus minor fixes * minor fixes on the reports * add maxdd and distr * refactor qa * var command * refactor qa expected shortfall * add es command * add es command * fix qa percentile bug * fix economy rendering * refactor qa omega * add om command * add summary command * add dret command * add mret command * add yret command * add metrics * add allocs to report * remove bro and po commands, add later * fixed some tests * adjustments to crypto report * Fix docstring for VSCode Added a note about installing Jupyter PowerToys extension for optimal API usage in Jupyter VSCode, in the API_README.md. * minor adjustment * remove nft calendar model virtual paths * Add in Portfolio report * fix external axes portfolio view * Update portfolio report with rolling plots * Details for ETF and Portfolio * fix economy report * change analyst to openbb * floppy * fixed unmatched axis in reports * Speed up tests * fix file and load on po * get_news output * add some po paths * Add integration tests for Reports menu * refactor maxsharpe * open maxsharpe * open minrisk * open maxutil * open maxret * Added fixes * black * remove useless views * Fixed small issue * refactor ef * open ef api * portfolio optimization report * Added fixes * unblock api loading * add more endpoints * update po report * unblock api loading * update po report * expose herc * expose property endpoint * Added fixes * More api fixes * flake8 * Fixed some mypy * news api model * flake8 * mypy fix * mypy * black * pylint * fix tests * markdown * markdown * Added fixes * fix economy report * merge * fix economy report * remove empty notebook * expose nco * remove jupyter notebook * expose plot endpoint * remove po report, just used for tests * api v paths plot * remove api_old * change loading msg Co-authored-by: montezdesousa <montezdesousa@gmail.com> Co-authored-by: hjoaquim <h.joaquim@campus.fct.unl.pt> Co-authored-by: montezdesousa <79287829+montezdesousa@users.noreply.github.com> Co-authored-by: Om Gupta <guptagom@gmail.com> Co-authored-by: minhhoang1023 <40023817+minhhoang1023@users.noreply.github.com> Co-authored-by: JerBouma <jer.bouma@gmail.com> Co-authored-by: Theodore Aptekarev <aptekarev@gmail.com> Co-authored-by: Om Gupta <85685255+soggyomelette@users.noreply.github.com> Co-authored-by: Diogo Sousa <diogosousa@Diogos-MBP.lan> Co-authored-by: Colin Delahunty <72827203+colin99d@users.noreply.github.com> Co-authored-by: northern-64bit <75195383+northern-64bit@users.noreply.github.com> Co-authored-by: colin99d <colin99delahunty@gmail.com> Co-authored-by: Minh Hoang <nminh.hoang1023@gmail.com>
225 lines
6.4 KiB
Python
225 lines
6.4 KiB
Python
"""TA Overlap View"""
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__docformat__ = "numpy"
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import logging
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import os
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from typing import List, Optional
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import matplotlib.pyplot as plt
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import mplfinance as mpf
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import pandas as pd
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from pandas.plotting import register_matplotlib_converters
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from openbb_terminal.config_terminal import theme
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from openbb_terminal.common.technical_analysis import overlap_model
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from openbb_terminal.config_plot import PLOT_DPI
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from openbb_terminal.decorators import log_start_end
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from openbb_terminal.helper_funcs import (
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export_data,
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plot_autoscale,
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reindex_dates,
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lambda_long_number_format_y_axis,
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is_valid_axes_count,
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)
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from openbb_terminal.rich_config import console
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logger = logging.getLogger(__name__)
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register_matplotlib_converters()
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@log_start_end(log=logger)
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def view_ma(
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data: pd.Series,
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window: List[int] = None,
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offset: int = 0,
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ma_type: str = "EMA",
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symbol: str = "",
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export: str = "",
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external_axes: Optional[List[plt.Axes]] = None,
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) -> None:
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"""Plots MA technical indicator
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Parameters
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----------
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data: pd.Series
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Series of prices
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window: List[int]
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Length of EMA window
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offset: int
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Offset variable
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ma_type: str
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Type of moving average. Either "EMA" "ZLMA" or "SMA"
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symbol: str
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Ticker
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export: str
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Format to export data
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external_axes: Optional[List[plt.Axes]], optional
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External axes (1 axis is expected in the list), by default None
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"""
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# Define a dataframe for adding EMA series to it
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price_df = pd.DataFrame(data)
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l_legend = [symbol]
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if not window:
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window = [20, 50]
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for win in window:
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if ma_type == "EMA":
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df_ta = overlap_model.ema(data, win, offset)
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l_legend.append(f"EMA {win}")
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elif ma_type == "SMA":
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df_ta = overlap_model.sma(data, win, offset)
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l_legend.append(f"SMA {win}")
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elif ma_type == "WMA":
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df_ta = overlap_model.wma(data, win, offset)
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l_legend.append(f"WMA {win}")
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elif ma_type == "HMA":
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df_ta = overlap_model.hma(data, win, offset)
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l_legend.append(f"HMA {win}")
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elif ma_type == "ZLMA":
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df_ta = overlap_model.zlma(data, win, offset)
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l_legend.append(f"ZLMA {win}")
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price_df = price_df.join(df_ta)
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plot_data = reindex_dates(price_df)
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# This plot has 1 axis
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if external_axes is None:
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_, ax = plt.subplots(figsize=plot_autoscale(), dpi=PLOT_DPI)
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elif is_valid_axes_count(external_axes, 1):
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(ax,) = external_axes
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else:
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return
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ax.plot(plot_data.index, plot_data.iloc[:, 1].values)
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ax.set_xlim([plot_data.index[0], plot_data.index[-1]])
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ax.set_ylabel(f"{symbol} Price")
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for idx in range(2, plot_data.shape[1]):
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ax.plot(plot_data.iloc[:, idx])
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ax.set_title(f"{symbol} {ma_type.upper()}")
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ax.legend(l_legend)
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theme.style_primary_axis(
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ax,
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data_index=plot_data.index.to_list(),
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tick_labels=plot_data["date"].to_list(),
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)
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if external_axes is None:
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theme.visualize_output()
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export_data(
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export,
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os.path.dirname(os.path.abspath(__file__)).replace("common", "stocks"),
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f"{ma_type.lower()}{'_'.join([str(win) for win in window])}",
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price_df,
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)
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@log_start_end(log=logger)
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def view_vwap(
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data: pd.DataFrame,
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symbol: str = "",
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start_date: str = None,
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end_date: str = None,
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offset: int = 0,
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interval: str = "",
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export: str = "",
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external_axes: Optional[List[plt.Axes]] = None,
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):
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"""Plots VWMA technical indicator
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Parameters
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----------
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data : pd.DataFrame
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Dataframe of OHLC prices
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symbol : str
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Ticker
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offset : int
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Offset variable
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start_date: datetime
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Start date to get data from with
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end_date: datetime
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End date to get data from with
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interval : str
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Interval of data
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export : str
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Format to export data
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external_axes : Optional[List[plt.Axes]], optional
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External axes (3 axes are expected in the list), by default None
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"""
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data.index = data.index.tz_localize(None)
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if start_date is None:
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start = data.index[0].date()
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console.print(f"No start date specified. Start date: {start}")
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else:
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start = start_date
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if end_date is None:
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end = data.index[-1].date()
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console.print(f"No end date specified. End date: {end}")
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else:
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end = end_date
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day_df = data[(start <= data.index.date) & (data.index.date <= end)]
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if len(day_df) == 0:
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console.print(
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f"[red]No data found between {start.strftime('%Y-%m-%d')} and {end.strftime('%Y-%m-%d')}\n[/red]"
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)
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return
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df_vwap = overlap_model.vwap(day_df, offset)
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candle_chart_kwargs = {
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"type": "candle",
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"style": theme.mpf_style,
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"volume": True,
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"xrotation": theme.xticks_rotation,
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"scale_padding": {"left": 0.3, "right": 1.2, "top": 0.8, "bottom": 0.8},
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"update_width_config": {
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"candle_linewidth": 0.6,
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"candle_width": 0.8,
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"volume_linewidth": 0.8,
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"volume_width": 0.8,
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},
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"warn_too_much_data": 10000,
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}
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# This plot has 2 axes
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if external_axes is None:
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candle_chart_kwargs["returnfig"] = True
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candle_chart_kwargs["figratio"] = (10, 7)
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candle_chart_kwargs["figscale"] = 1.10
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candle_chart_kwargs["figsize"] = plot_autoscale()
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candle_chart_kwargs["addplot"] = mpf.make_addplot(
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df_vwap, width=theme.line_width
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)
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fig, ax = mpf.plot(day_df, **candle_chart_kwargs)
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fig.suptitle(
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f"{symbol} {interval} VWAP",
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x=0.055,
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y=0.965,
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horizontalalignment="left",
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)
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lambda_long_number_format_y_axis(day_df, "Volume", ax)
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theme.visualize_output(force_tight_layout=False)
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elif is_valid_axes_count(external_axes, 3):
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(ax1, ax2, ax3) = external_axes
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candle_chart_kwargs["ax"] = ax1
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candle_chart_kwargs["volume"] = ax2
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candle_chart_kwargs["addplot"] = mpf.make_addplot(
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df_vwap, width=theme.line_width, ax=ax3
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)
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mpf.plot(day_df, **candle_chart_kwargs)
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else:
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return
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export_data(
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export,
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os.path.dirname(os.path.abspath(__file__)).replace("common", "stocks"),
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"VWAP",
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df_vwap,
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)
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