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Co-authored-by: jose-donato <zmcdonato@gmail.com>
Co-authored-by: jose-donato <43375532+jose-donato@users.noreply.github.com>
Co-authored-by: andrewkenreich <andrew.kenreich@gmail.com>
2023-10-30 21:01:29 +00:00

4.6 KiB
Vendored

title, description, keywords
title description keywords
plot The plot page allows users to select and plot charts for various portfolios, using a range of parameters and offering several optional features. It includes different types of charts such as pie, histogram, drawdown, and risk contribution charts. Different risk measures can be optimized, and users can control various other factors such as the calculation frequency, the max percentage of accepted NaN values, and the risk-free rate.
plot
charts
portfolios
risk measures
drawdown chart
risk contribution chart
correlation matrix
heatmap
CVaR
EVaR
Maximum Drawdown
risk-free rate
significance level

import HeadTitle from '@site/src/components/General/HeadTitle.tsx';

Plot selected charts for portfolios

Usage

plot [-pf PORTFOLIOS] [-pi] [-hi] [-dd] [-rc] [-he] [-rm {MV,MAD,MSV,FLPM,SLPM,CVaR,EVaR,WR,ADD,UCI,CDaR,EDaR,MDD}] [-mt METHOD] [-ct CATEGORIES] [-p PERIOD] [-s START_PERIOD] [-e END_PERIOD] [-lr] [--freq {d,w,m}] [-mn MAX_NAN] [-th THRESHOLD_VALUE] [-r RISK_FREE] [-a SIGNIFICANCE_LEVEL] [-v LONG_ALLOCATION]

Parameters

Name Description Default Optional Choices
portfolios Selected portfolios that will be plotted True None
pie Display a pie chart for weights False True None
hist Display a histogram with risk measures False True None
dd Display a drawdown chart with risk measures False True None
rc_chart Display a risk contribution chart for assets False True None
heat Display a heatmap of correlation matrix with dendrogram False True None
risk_measure Risk measure used to optimize the portfolio. Possible values are: 'MV' : Variance 'MAD' : Mean Absolute Deviation 'MSV' : Semi Variance (Variance of negative returns) 'FLPM' : First Lower Partial Moment 'SLPM' : Second Lower Partial Moment 'CVaR' : Conditional Value at Risk 'EVaR' : Entropic Value at Risk 'WR' : Worst Realization 'ADD' : Average Drawdown of uncompounded returns 'UCI' : Ulcer Index of uncompounded returns 'CDaR' : Conditional Drawdown at Risk of uncompounded returns 'EDaR' : Entropic Drawdown at Risk of uncompounded returns 'MDD' : Maximum Drawdown of uncompounded returns MV True MV, MAD, MSV, FLPM, SLPM, CVaR, EVaR, WR, ADD, UCI, CDaR, EDaR, MDD
nan_fill_method Method used to fill nan values in time series, by default time. Possible values are: 'linear': linear interpolation 'time': linear interpolation based on time index 'nearest': use nearest value to replace nan values 'zero': spline of zeroth order 'slinear': spline of first order 'quadratic': spline of second order 'cubic': spline of third order 'barycentric': builds a polynomial that pass for all points time True linear, time, nearest, zero, slinear, quadratic, cubic, barycentric
categories Show selected categories ASSET_CLASS, COUNTRY, SECTOR, INDUSTRY True None
historic_period Period to get yfinance data from. Possible frequency strings are: 'd': means days, for example '252d' means 252 days 'w': means weeks, for example '52w' means 52 weeks 'mo': means months, for example '12mo' means 12 months 'y': means years, for example '1y' means 1 year 'ytd': downloads data from beginning of year to today 'max': downloads all data available for each asset 3y True 1d, 5d, 1mo, 3mo, 6mo, 1y, 2y, 5y, 10y, ytd, max
start_period Start date to get yfinance data from. Must be in 'YYYY-MM-DD' format True None
end_period End date to get yfinance data from. Must be in 'YYYY-MM-DD' format True None
log_returns If use logarithmic or arithmetic returns to calculate returns False True None
return_frequency Frequency used to calculate returns. Possible values are: 'd': for daily returns 'w': for weekly returns 'm': for monthly returns d True d, w, m
max_nan Max percentage of nan values accepted per asset to be considered in the optimization process 0.05 True None
threshold_value Value used to replace outliers that are higher to threshold in absolute value 0.3 True None
risk_free Risk-free rate of borrowing/lending. The period of the risk-free rate must be annual 0.02924 True None
significance_level Significance level of CVaR, EVaR, CDaR and EDaR 0.05 True None
long_allocation Amount to allocate to portfolio 1 True None

Examples

2022 Apr 26, 02:19 (🦋) /portfolio/po/ $ plot -pf maxsharpe_0 -pi -hi -dd -rc -he