Files
OpenBB/openbb_terminal/common/technical_analysis/volume_view.py
Chavithra 9e1a58e2db Here we merge all API Refactor related branches (#2236)
* Update api.py

* Updated forex menu

* refactor ycrv command

* refactor ycrv command black

* refactor ecocal command

* Minh changes

* Adding space to test pushing

* title fix ecocal df

* get economic calendar annotation

* fix investingcom tests

* refactor index command

* refactor overview command

* give defaults to wsj view function args

* rename date args investincom

* refacto bigmac command

* fix ecocal typo

* refactor rtps command

* alphavantage gdp

* alphavantage gdp per capita

* alphavantage cpi

* alphavantage tyld

* alphavantage inf

* refactor macro command

* refactor macro command w helpers

* refactor treasury command

* fix macro on terminal

* treasury labels

* refactor maturities

* update treasury maturities doc strings

* refactor get economic calendar finhub

* refactor map command api

* display map filter choices

* route economy api to performance map

* route economy api to performance map

* display group choices on valuation command

* refactor performance and valuation commands

* refactor spectrum model and view

* add choices to spectrum controller

* delete image after view

* fix model tests finviz

* fix finciz view tests

* refactor futures

* fix some tests

* fix more tests

* fix controller test

* refactor fred series notes

* update fred notes docstring

* refacto fred series ids

* fix pred and qa when empty datasets

* refactor fred

* uncomment stuff

* refacto get series data

* fix some tests

* set defaults on args

* refactor fred yield curve

* black

* fix spell and remove ecocal names

* fix linting

* linting

* pylint fix

* change dangerous defaults

* Working through crypto fixes (#2256)

* Working through crypto fixes

* Continued adding crypto stuff

* Added crypto overview

* Added test fixes

* Added fixtures

* Fixed tests

* Fixed charting issue

* Removed broken APIs

* Final adjustments

* Added test fixes

* map get groups and get ycrv countries into old api

* exposed econdb helper funcs

* remove helpers

* refactor search indices

* linting

* refactor arg currency

* pylint from currency

* Started switching crpyto ascending to ascend

* Merging

* Portfolio model arguements, params, and docstring

* Refactored for etf commands (#2292)

* Refactored for etf commands

* Fixed tests

* Added load command

* Fixed menu

* Portfolio logic fixes

* Added econometrics (#2260)

* Added econometrics

* Fixed tests

* Simplified API

* Added test fixes

* Added test csv

* Allowed examples to be loaded

* Fund refactor (#2291)

* Fund refactor

* Changed fund_name and fund to name

* Changed ascending to ascend

* Stock menu refactoring for easier API usage (#2194)

* Stocks  refactoring for easier API usage

* Linting

* Refactor newly added features

* Linting

* Fixing tests

* Refactor common files used by stocks menu

* Fixing flake8

* Fix linting and tests

* Linting

* Fix flake8

* refactor insider_data

* refactor mentions

* refactor watchlist

* refactor sentiment

* refactor sentiment

* fix yahoofinance tests

* refactor load and candle

* refactor get_news and display_news

* refactor stocks.ins.act

* candle default matplotlib

* fix yahoofinance_view tests

* fix ark model tests

* fix ark view tests

* fix business insider model

* fix business insider view

* refactor csimarket model

* fix tests csi market model

* update dd controller

* fix get suppliers tests

* fix dd controller tests

* fix finhub tests

* fix finviz tests

* fix fmp tests

* fix marketwatch tests

* corrected argument keywords in test_bt_model

* corrected argument keywords in test_bt_view

* refactor fa controller

* refactor marketwatch view

* refactor gov controller

* fix tests fa av

* fix tests elect

* fix dcf tests

* fix polygon tests

* fix fmp tests

* fix quiverquant tests

* fix yahoofinance fa tests

* fix more fa tests

* fix insider tests

* fix more tests

* fix more tests

* fix options tests

* fix stock gov tests

* fix tests test_ba_controller

* fix tests for test_finviz_compare_model.py

* fixed 2 tests

* fixed tests

* fixed tests

* fixed tests

* fixed tests

* fixed tests

* fixed tests

* fixed tests

* fixed tests

* fixed tests

* fixed tests

* fix final tests

* fixed tests

* fixed tests

* Fix tests

* black

* forgot to black tests

* fixed tests

* fixed tests

* fixed tests

* fixed tests

* flakefix

* Tests + code : Stocks / Discovery

* fix tests

* added recorder

* fixed tests

* fixed tests

* black

* black

* remove unused imports

* refactor display raw

* sia dicts fix

* pylint

* linting

* remove dangerous default

* fix tests

* fix beta model test

* black

* skip screener qa test

* change sector path to sectors

* update tests readme

* fix metric defaults

* black

* substitute lost ticker

* defaults cpic

* another round on sia

* refactor cramer

* reduce default tweets on sentiment

* refactor yf hist, corr, volume

* arkorders default

* refactor income, balance, cashflow

* refacto scorr, screener, getfinnhub

* refactor stockgrid

* ibkr refactor

* another round on stockgrid

* add dividens end point

* refactor discovery endpoints

* update docstrings with similar input

* refactor messages

* refactor ba

* refactor regioons

* refactor twitter sentiment

* refactor hist

* refactor regions

* give default to timeframe

* refactor bunch of defaults and arg names

* remove leftover imports

* refactor vwap

* let tests run

* fix tests

* fix stock tests

* fix stockanalysis tests

* flake

* MYPY

* Made important changes

* added fixes

* Fixed big issue

* Added fixes to tests

* fix qa tests

* fix tests

* fix 1 more test

* last stocks failing

* fix crypto test

Co-authored-by: Chavithra PARANA <chavithra@gmail.com>
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: colin99d <colin99delahunty@gmail.com>

* fix portfolio tests

* change period to window

* update ca docstrings

* refactor get_similar_companies func

* Fixed

* Update CI

* Update CI 2

* Update CI 3

* Update dependencies

Co-authored-by: colin99d <colin99delahunty@gmail.com>
Co-authored-by: Colin Delahunty <72827203+colin99d@users.noreply.github.com>
Co-authored-by: montezdesousa <montezdesousa@gmail.com>
Co-authored-by: James Simmons <simmonsj330@gmail.com>
Co-authored-by: Theodore Aptekarev <aptekarev@gmail.com>
Co-authored-by: minhhoang1023 <40023817+minhhoang1023@users.noreply.github.com>
Co-authored-by: jose-donato <43375532+jose-donato@users.noreply.github.com>
Co-authored-by: montezdesousa <79287829+montezdesousa@users.noreply.github.com>
Co-authored-by: northern-64bit <75195383+northern-64bit@users.noreply.github.com>
Co-authored-by: hjoaquim <h.joaquim@campus.fct.unl.pt>
2022-08-17 15:28:54 +01:00

334 lines
9.0 KiB
Python

"""Volume View"""
__docformat__ = "numpy"
import logging
import os
from typing import Optional, List
import matplotlib.pyplot as plt
import pandas as pd
from openbb_terminal.config_terminal import theme
from openbb_terminal.common.technical_analysis import volume_model
from openbb_terminal.config_plot import PLOT_DPI
from openbb_terminal.decorators import log_start_end
from openbb_terminal.helper_funcs import (
export_data,
plot_autoscale,
reindex_dates,
is_valid_axes_count,
)
logger = logging.getLogger(__name__)
@log_start_end(log=logger)
def display_ad(
data: pd.DataFrame,
use_open: bool = False,
symbol: str = "",
export: str = "",
external_axes: Optional[List[plt.Axes]] = None,
):
"""Plot AD technical indicator
Parameters
----------
data : pd.DataFrame
Dataframe of ohlc prices
use_open : bool
Whether to use open prices in calculation
symbol : str
Ticker symbol
export: str
Format to export data as
external_axes : Optional[List[plt.Axes]], optional
External axes (3 axes are expected in the list), by default None
"""
divisor = 1_000_000
df_vol = data["Volume"] / divisor
df_vol.name = "Adj Volume"
df_ta = volume_model.ad(data, use_open)
df_cal = df_ta["AD"] / divisor
df_cal.name = "Adj AD"
plot_data = pd.merge(data, df_vol, how="outer", left_index=True, right_index=True)
plot_data = pd.merge(
plot_data, df_ta, how="outer", left_index=True, right_index=True
)
plot_data = pd.merge(
plot_data, df_cal, how="outer", left_index=True, right_index=True
)
plot_data = reindex_dates(plot_data)
# This plot has 3 axes
if external_axes is None:
_, axes = plt.subplots(
3,
1,
sharex=True,
figsize=plot_autoscale(),
dpi=PLOT_DPI,
)
ax1, ax2, ax3 = axes
elif is_valid_axes_count(external_axes, 3):
(ax1, ax2, ax3) = external_axes
else:
return
ax1.plot(plot_data.index, plot_data["Adj Close"].values)
ax1.set_title(f"{symbol} AD", x=0.08, y=1)
ax1.set_xlim(plot_data.index[0], plot_data.index[-1])
ax1.set_ylabel("Price")
theme.style_primary_axis(
ax1,
data_index=plot_data.index.to_list(),
tick_labels=plot_data["date"].to_list(),
)
ax2.set_ylabel("Volume [M]")
bar_colors = [
theme.down_color if x[1].Open < x[1].Close else theme.up_color
for x in plot_data.iterrows()
]
ax2.bar(
plot_data.index,
plot_data["Adj Volume"].values,
color=bar_colors,
width=theme.volume_bar_width,
)
ax2.set_xlim(plot_data.index[0], plot_data.index[-1])
theme.style_primary_axis(
ax2,
data_index=plot_data.index.to_list(),
tick_labels=plot_data["date"].to_list(),
)
ax3.set_ylabel("A/D [M]")
ax3.plot(plot_data.index, plot_data["Adj AD"])
ax3.set_xlim(plot_data.index[0], plot_data.index[-1])
ax3.axhline(0, linestyle="--")
theme.style_primary_axis(
ax3,
data_index=plot_data.index.to_list(),
tick_labels=plot_data["date"].to_list(),
)
if external_axes is None:
theme.visualize_output()
export_data(
export,
os.path.dirname(os.path.abspath(__file__)).replace("common", "stocks"),
"ad",
df_ta,
)
@log_start_end(log=logger)
def display_adosc(
data: pd.DataFrame,
fast: int = 3,
slow: int = 10,
use_open: bool = False,
symbol: str = "",
export: str = "",
external_axes: Optional[List[plt.Axes]] = None,
):
"""Display AD Osc Indicator
Parameters
----------
data : pd.DataFrame
Dataframe of ohlc prices
use_open : bool
Whether to use open prices in calculation
fast: int
Length of fast window
slow : int
Length of slow window
symbol : str
Stock ticker
export : str
Format to export data
external_axes : Optional[List[plt.Axes]], optional
External axes (3 axes are expected in the list), by default None
"""
divisor = 1_000_000
df_vol = data["Volume"] / divisor
df_vol.name = "Adj Volume"
df_ta = volume_model.adosc(data, use_open, fast, slow)
df_cal = df_ta[df_ta.columns[0]] / divisor
df_cal.name = "Adj ADOSC"
plot_data = pd.merge(data, df_vol, how="outer", left_index=True, right_index=True)
plot_data = pd.merge(
plot_data, df_ta, how="outer", left_index=True, right_index=True
)
plot_data = pd.merge(
plot_data, df_cal, how="outer", left_index=True, right_index=True
)
plot_data = reindex_dates(plot_data)
# This plot has 3 axes
if external_axes is None:
_, axes = plt.subplots(
3,
1,
sharex=True,
figsize=plot_autoscale(),
dpi=PLOT_DPI,
)
ax1, ax2, ax3 = axes
elif is_valid_axes_count(external_axes, 3):
(ax1, ax2, ax3) = external_axes
else:
return
ax1.set_title(f"{symbol} AD Oscillator")
ax1.plot(plot_data.index, plot_data["Adj Close"].values)
ax1.set_xlim(plot_data.index[0], plot_data.index[-1])
ax1.set_ylabel("Price")
theme.style_primary_axis(
ax1,
data_index=plot_data.index.to_list(),
tick_labels=plot_data["date"].to_list(),
)
ax2.set_ylabel("Volume [M]")
bar_colors = [
theme.down_color if x[1].Open < x[1].Close else theme.up_color
for x in plot_data.iterrows()
]
ax2.bar(
plot_data.index,
plot_data["Adj Volume"],
color=bar_colors,
width=theme.volume_bar_width,
)
ax2.set_xlim(plot_data.index[0], plot_data.index[-1])
theme.style_primary_axis(
ax2,
data_index=plot_data.index.to_list(),
tick_labels=plot_data["date"].to_list(),
)
ax3.set_ylabel("AD Osc [M]")
ax3.plot(plot_data.index, plot_data["Adj ADOSC"], label="AD Osc")
ax3.set_xlim(plot_data.index[0], plot_data.index[-1])
theme.style_primary_axis(
ax3,
data_index=plot_data.index.to_list(),
tick_labels=plot_data["date"].to_list(),
)
if external_axes is None:
theme.visualize_output()
export_data(
export,
os.path.dirname(os.path.abspath(__file__)).replace("common", "stocks"),
"adosc",
df_ta,
)
@log_start_end(log=logger)
def display_obv(
data: pd.DataFrame,
symbol: str = "",
export: str = "",
external_axes: Optional[List[plt.Axes]] = None,
):
"""Plot OBV technical indicator
Parameters
----------
data : pd.DataFrame
Dataframe of ohlc prices
symbol : str
Ticker
export: str
Format to export data as
external_axes : Optional[List[plt.Axes]], optional
External axes (1 axis is expected in the list), by default None
"""
divisor = 1_000_000
df_vol = data["Volume"] / divisor
df_vol.name = "Adj Volume"
df_ta = volume_model.obv(data)
df_cal = df_ta[df_ta.columns[0]] / divisor
df_cal.name = "Adj OBV"
plot_data = pd.merge(data, df_vol, how="outer", left_index=True, right_index=True)
plot_data = pd.merge(
plot_data, df_ta, how="outer", left_index=True, right_index=True
)
plot_data = pd.merge(
plot_data, df_cal, how="outer", left_index=True, right_index=True
)
plot_data = reindex_dates(plot_data)
# This plot has 3 axes
if external_axes is None:
_, axes = plt.subplots(
3,
1,
sharex=True,
figsize=plot_autoscale(),
dpi=PLOT_DPI,
)
ax1, ax2, ax3 = axes
elif is_valid_axes_count(external_axes, 3):
(ax1, ax2, ax3) = external_axes
else:
return
ax1.plot(plot_data.index, plot_data["Adj Close"].values)
ax1.set_title(f"{symbol} OBV")
ax1.set_xlim(plot_data.index[0], plot_data.index[-1])
ax1.set_ylabel("Price")
theme.style_primary_axis(
ax1,
data_index=plot_data.index.to_list(),
tick_labels=plot_data["date"].to_list(),
)
ax2.set_xlim(plot_data.index[0], plot_data.index[-1])
ax2.set_ylabel("Volume [M]")
bar_colors = [
theme.down_color if x[1].Open < x[1].Close else theme.up_color
for x in plot_data.iterrows()
]
ax2.bar(
plot_data.index,
plot_data["Adj Volume"],
color=bar_colors,
alpha=0.8,
width=theme.volume_bar_width,
)
theme.style_primary_axis(
ax2,
data_index=plot_data.index.to_list(),
tick_labels=plot_data["date"].to_list(),
)
ax3.set_ylabel("OBV [M]")
ax3.plot(plot_data.index, plot_data["Adj OBV"])
ax3.set_xlim(plot_data.index[0], plot_data.index[-1])
theme.style_primary_axis(
ax3,
data_index=plot_data.index.to_list(),
tick_labels=plot_data["date"].to_list(),
)
if external_axes is None:
theme.visualize_output()
export_data(
export,
os.path.dirname(os.path.abspath(__file__)).replace("common", "stocks"),
"obv",
df_ta,
)