Files
OpenBB/bots/stocks/options/vsurf.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

124 lines
3.1 KiB
Python

import logging
import numpy as np
import plotly.graph_objects as go
from scipy.spatial import Delaunay
from bots import imps
from openbb_terminal.decorators import log_start_end
from openbb_terminal.stocks.options import yfinance_model
logger = logging.getLogger(__name__)
@log_start_end(log=logger)
def vsurf_command(
ticker: str = "",
z: str = "IV",
):
"""Display vol surface
Parameters
----------
ticker: Stock Ticker
z : The variable for the Z axis
"""
# Debug
if imps.DEBUG:
logger.debug("opt vsurf %s %s", ticker, z)
# Check for argument
if ticker == "":
raise Exception("Stock ticker is required")
data = yfinance_model.get_iv_surface(ticker)
if data.empty:
raise Exception(f"No options data found for {ticker}.\n")
Y = data.dte
X = data.strike
if z == "IV":
Z = data.impliedVolatility
label = "Volatility"
elif z == "OI":
Z = data.openInterest
label = "Open Interest"
elif z == "LP":
Z = data.lastPrice
label = "Last Price"
points3D = np.vstack((X, Y, Z)).T
points2D = points3D[:, :2]
tri = Delaunay(points2D)
I, J, K = tri.simplices.T
lighting_effects = dict(
ambient=0.5, diffuse=0.5, roughness=0.5, specular=0.4, fresnel=0.4
)
fig = go.Figure(
data=[
go.Mesh3d(
z=Z,
x=X,
y=Y,
i=I,
j=J,
k=K,
intensity=Z,
colorscale=imps.PLT_3DMESH_COLORSCALE,
hovertemplate="<b>DTE</b>: %{y} <br><b>Strike</b>: %{x} <br><b>"
+ z
+ "</b>: %{z}<extra></extra>",
showscale=False,
flatshading=True,
lighting=lighting_effects,
)
]
)
if imps.PLT_WATERMARK:
fig.add_layout_image(imps.PLT_WATERMARK)
fig.update_layout(
scene=dict(
xaxis=dict(
title="Strike",
tickfont=dict(size=11),
titlefont=dict(size=12),
),
yaxis=dict(
title="DTE",
),
zaxis=dict(
title=z,
),
),
)
fig.update_layout(
margin=dict(l=0, r=0, t=40, b=20),
template=imps.PLT_3DMESH_STYLE_TEMPLATE,
title=f"{label} Surface for {ticker.upper()}",
title_x=0.5,
hoverlabel=imps.PLT_3DMESH_HOVERLABEL,
scene_camera=dict(
up=dict(x=0, y=0, z=2),
center=dict(x=0, y=0, z=-0.3),
eye=dict(x=1.25, y=1.25, z=0.69),
),
scene=imps.PLT_3DMESH_SCENE,
)
imagefile = "opt-vsurf.png"
# Check if interactive settings are enabled
plt_link = ""
if imps.INTERACTIVE:
plt_link = imps.inter_chart(fig, imagefile, callback=False)
imagefile = imps.image_border(imagefile, fig=fig)
return {
"title": f"{label} Surface for {ticker.upper()}",
"description": plt_link,
"imagefile": imagefile,
}