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### A Pluto.jl notebook ### | ||
# v0.19.40 | ||
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using Markdown | ||
using InteractiveUtils | ||
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# ╔═╡ a1861f50-046e-11ef-348b-cb9f60ea0d1b | ||
begin | ||
import Pkg | ||
Pkg.activate(mktempdir()) | ||
Pkg.add([ | ||
Pkg.PackageSpec(url = "https://github.com/femtotrader/OnlinePortfolioAnalytics.jl"), | ||
]) | ||
using TSFrames | ||
using DataFrames | ||
using Dates | ||
using Random | ||
using Plots | ||
using OnlinePortfolioAnalytics | ||
end | ||
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# ╔═╡ accbd5bc-4976-48cf-91c1-e12b62a94edf | ||
function random_data(rng::AbstractRNG = Random.GLOBAL_RNG; | ||
start = Dates.Date(2020, 1, 1), | ||
step = Dates.Day(1), | ||
stop = Dates.Date(2023, 1, 1) - Dates.Day(1), | ||
price_init = nothing, | ||
price_init_min = 1.00, | ||
price_init_step = 0.01, | ||
price_init_max = 1000.00, | ||
price_var_min = -10.0, | ||
price_var_step = 0.1, | ||
price_var_max = 10.0, | ||
) | ||
idx = range(start, stop = stop, step = step) | ||
n = length(idx) | ||
if isnothing(price_init) | ||
price_init = rand(rng, price_init_min:price_init_step:price_init_max) | ||
end | ||
return TSFrame(DataFrame(Index=collect(idx), | ||
STOCK1=price_init .+ cumsum(rand(rng, price_var_min:price_var_step:price_var_max, n)))) | ||
end | ||
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# ╔═╡ da790f5a-874b-4c65-9c7d-4243d3852859 | ||
ts = random_data() | ||
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# ╔═╡ 21600f87-228d-4cd0-8f24-ec821de8ef8c | ||
plot(ts) | ||
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# ╔═╡ c0fd125c-70d3-4e42-a0a5-4daff44a2c96 | ||
begin | ||
returns = SimpleAssetReturn(ts) | ||
#returns = dropmissing(returns.coredata) |> TSFrame | ||
#replace(returns.coredata, missing => 0) | ||
returns.coredata.STOCK1[ismissing.(returns.coredata.STOCK1)] .= 0 | ||
returns = dropmissing(returns.coredata) |> TSFrame | ||
returns | ||
end | ||
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# ╔═╡ b0e1d632-1b86-4259-8f28-464e0af0c3e0 | ||
cum_returns = CumulativeReturn(returns) | ||
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# ╔═╡ a208fb00-cfe1-46d9-9751-e9e5f423f8fb | ||
plot(cum_returns, title="Cumulative returns") | ||
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# ╔═╡ ac56bb3d-0732-4536-bb81-594643c31935 | ||
begin | ||
dd = DrawDowns(returns) | ||
dd.coredata.STOCK1 = dd.coredata.STOCK1 .* 100.0 | ||
plot(dd, title="Drawdowns (%)") | ||
end | ||
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# ╔═╡ Cell order: | ||
# ╠═a1861f50-046e-11ef-348b-cb9f60ea0d1b | ||
# ╠═accbd5bc-4976-48cf-91c1-e12b62a94edf | ||
# ╠═da790f5a-874b-4c65-9c7d-4243d3852859 | ||
# ╠═21600f87-228d-4cd0-8f24-ec821de8ef8c | ||
# ╠═c0fd125c-70d3-4e42-a0a5-4daff44a2c96 | ||
# ╠═b0e1d632-1b86-4259-8f28-464e0af0c3e0 | ||
# ╠═a208fb00-cfe1-46d9-9751-e9e5f423f8fb | ||
# ╠═ac56bb3d-0732-4536-bb81-594643c31935 |