Files
OpenBB/bots/stocks/technical_analysis/cg.py
teh_coderer 07c053fcff Bots plots refactor.. 90% html size decrease! (#1686)
* update

* init

* req

* fix

* req

* meh

* updates

* syspath

* update

* local plotly, and scope logic

* refactor

* oops typo

* plot dpi fixes

* fix tests

* fix

* poetry update, reqs

* some adjustments

* added plot settings for scat/options

Co-authored-by: Colin Delahunty <72827203+colin99d@users.noreply.github.com>
Co-authored-by: didierlopes.eth <dro.lopes@campus.fct.unl.pt>
2022-04-15 10:41:17 +01:00

94 lines
2.7 KiB
Python
Executable File

import io
import logging
from datetime import datetime, timedelta
import numpy as np
from matplotlib import pyplot as plt
from bots import config_discordbot as cfg
from bots.helpers import image_border, load
from bots.imps import BOT_PLOT_DPI, bot_plot_scale
from openbb_terminal.common.technical_analysis import momentum_model
from openbb_terminal.decorators import log_start_end
logger = logging.getLogger(__name__)
@log_start_end(log=logger)
def cg_command(ticker="", length="14", start="", end=""):
"""Displays chart with centre of gravity [Yahoo Finance]"""
# Debug
if cfg.DEBUG:
logger.debug(
"ta-cg %s %s %s %s",
ticker,
length,
start,
end,
)
# Check for argument
if ticker == "":
raise Exception("Stock ticker is required")
if start == "":
start = datetime.now() - timedelta(days=365)
else:
start = datetime.strptime(start, cfg.DATE_FORMAT)
if end == "":
end = datetime.now()
else:
end = datetime.strptime(end, cfg.DATE_FORMAT)
if not length.lstrip("-").isnumeric():
raise Exception("Number has to be an integer")
length = float(length)
ticker = ticker.upper()
df_stock = load(ticker, start)
if df_stock.empty:
raise Exception("Stock ticker is invalid")
# Retrieve Data
df_stock = df_stock.loc[(df_stock.index >= start) & (df_stock.index < end)]
df_close = df_stock["Adj Close"]
df_close.columns = ["values"]
df_ta = momentum_model.cg(df_close, length)
df_ta = df_ta.fillna(0.0)
# Output Data
fig, axes = plt.subplots(2, 1, figsize=bot_plot_scale(), dpi=BOT_PLOT_DPI)
ax = axes[0]
ax.set_title(f"{ticker} Centre of Gravity")
ax.plot(df_stock.index, df_stock["Adj Close"].values, lw=1)
ax.set_xlim(df_stock.index[0], df_stock.index[-1])
ax.set_ylabel("Share Price ($)")
ax.grid(b=True, which="major", color="#666666", linestyle="-")
ax2 = axes[1]
ax2.plot(df_ta.index, df_ta.values, lw=2, label="CG")
# shift cg 1 bar forward for signal
signal = df_ta.values
signal = np.roll(signal, 1)
ax2.plot(df_ta.index, signal, lw=1, label="Signal")
ax2.set_xlim(df_stock.index[0], df_stock.index[-1])
ax2.grid(b=True, which="major", color="#666666", linestyle="-")
plt.gcf().autofmt_xdate()
fig.tight_layout(pad=1)
plt.legend()
imagefile = "ta_cg.png"
dataBytesIO = io.BytesIO()
plt.savefig(dataBytesIO)
plt.close("all")
dataBytesIO.seek(0)
imagefile = image_border(imagefile, base64=dataBytesIO)
return {
"title": f"Stocks: Center-of-Gravity {ticker}",
"imagefile": imagefile,
}