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MortalityTableComparison.jl
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### A Pluto.jl notebook ###
# v0.19.27
using Markdown
using InteractiveUtils
# This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error).
macro bind(def, element)
quote
local iv = try Base.loaded_modules[Base.PkgId(Base.UUID("6e696c72-6542-2067-7265-42206c756150"), "AbstractPlutoDingetjes")].Bonds.initial_value catch; b -> missing; end
local el = $(esc(element))
global $(esc(def)) = Core.applicable(Base.get, el) ? Base.get(el) : iv(el)
el
end
end
# ╔═╡ dbb88400-065d-11eb-3fe8-9b5b7f873d3e
begin
using MortalityTables
using PlutoUI
using Plots
end
# ╔═╡ de790392-065d-11eb-047d-a10af7f2fdc7
md"
# Mortality Table Comparison Tool
"
# ╔═╡ 5322a010-065f-11eb-0864-3d69c92cff6c
md"**Issue Age:** $(@bind issue_age Slider(18:100,show_value=true,default=50))"
# ╔═╡ 968d79c0-0695-11eb-2586-0565817b37a8
md"
## The rest of the code
The non-plotting stuff.
"
# ╔═╡ 4694f4aa-47dc-4148-99e0-62ad3cde88a3
function life_expectancies(table,select,age_range)
map(age_range) do age
if checkbounds(Bool, select ? table.select : table.ultimate, age)
age + life_expectancy(select ? table.select[age] : table.ultimate,age)
else
missing
end
end
end
# ╔═╡ ad6c9830-068e-11eb-2934-6f460c421895
function rate_ratio(a, a_select,b, b_select, issue_age,duration)
att_age = issue_age + duration - 1
a = a_select ? a.select[issue_age][att_age] : a.ultimate[att_age]
b = b_select ? b.select[issue_age][att_age] : b.ultimate[att_age]
return b / a
end
# ╔═╡ df760e20-0692-11eb-16bb-e5b41f8a5255
available_names = sort!(collect(keys(MortalityTables.table_source_map)))
# ╔═╡ 26f84770-065e-11eb-03ca-435dfb6ed5da
md"
**Table A:** $(@bind name_a Select(
available_names,
default=\"1975-80 Modified Basic Table with Milliman Extension - Male, ALB\"
))
*or* Mort.SOA.org table ID (leave blank to use dropdown): $(@bind lookup_a TextField())
Use select rates (if available): $(@bind sel_a CheckBox(default=true))
"
# ╔═╡ b6fbd7f0-065f-11eb-1af7-5141be0a585f
if lookup_a == ""
table_a = MortalityTables.table(name_a)
else
table_a = MortalityTables.table(parse(Int,lookup_a))
end
# ╔═╡ 7ae73f7e-065e-11eb-1472-b7bc0e5cff29
md"
**Table B:** $(@bind name_b Select(
available_names,
default=\"2015 VBT Male Non-Smoker RR100 ALB\"
))
*or* Mort.SOA.org table ID (leave blank to use dropdown): $(@bind lookup_b TextField())
Use select rates (if available): $(@bind sel_b CheckBox(default=true))
"
# ╔═╡ bb15f410-065f-11eb-2342-9319b0ff6237
if lookup_b == ""
table_b = MortalityTables.table(name_b)
else
table_b = MortalityTables.table(parse(Int,lookup_b))
end
# ╔═╡ d60bc480-065e-11eb-2072-b3ac00e39598
let
if sel_a
rates_a = table_a.select[issue_age][issue_age:end]
else
rates_a = table_a.ultimate[issue_age:end]
end
if sel_b
rates_b = table_b.select[issue_age][issue_age:end]
else
rates_b = table_b.ultimate[issue_age:end]
end
# left plot
p1 = plot(
rates_a,
label="$name_a",
title="unscaled",
xaxis="duration",
legend=:topleft
)
plot!(p1, rates_b,label="$name_b")
# right plot
p2 = plot(
rates_a,
label="$name_a",
yaxis=:log,
title="log scaled",
xaxis="duration",
legend=false
)
plot!(p2, rates_b,label="$name_b")
plot(p1,p2,size=(980,400),titlefontsize=9,bottom_margin=5Plots.mm)
end
# ╔═╡ 54c92a0c-c8fe-40b5-bcf7-a791c8999b23
let
p = plot(ylim=(65,100),legend=:bottomright,title="Life Expectancy",palette=:PuOr_4,size=(600,400),xlabel="issue age")
age_range = 20:100
le_a = life_expectancies(table_a,sel_a,age_range)
le_b = life_expectancies(table_b,sel_b,age_range)
scatter!(age_range,le_a, m = (:white,stroke(:dodgerblue3)),label="$name_a")
scatter!(age_range,le_b, m = (:white,stroke(:salmon1)),label="$name_b")
vline!([issue_age],alpha=0.5,color=:grey,linewidth=3,label="selected issue age",titlefontsize=9)
end
# ╔═╡ 378a33f2-0695-11eb-3dee-af6f6298edad
# the matrix of ratios for the contour plots
begin
issue_ages = 25:80
ω = min(omega(table_b.ultimate),omega(table_a.ultimate))
durations = 1:(ω-80)
# durations = 1:40
ratio = [rate_ratio(table_a,sel_a,table_b,sel_b,ia,dur) for ia in issue_ages, dur in durations]
end;
# ╔═╡ e38d2460-068f-11eb-3d19-e1902fc7b28c
begin
c1 = contour(durations,
issue_ages,
ratio,
title="Ratio",
xlabel="duration",ylabel="select issue age",
titlefontsize=8,
fill=true,
size=(675,400),
contour_labels=true
)
hline!(c1,[issue_age],alpha=0.5,color=:grey,linewidth=3,legend=false)
c2 = contour(durations,
issue_ages,
log.(ratio),
xlabel="duration",ylabel="issue age",
title="Ratio (LOG SCALED)",
titlefontsize=8,
fill=true,
size=(675,400),
color=:turbo,
clim=(-3,3),
contour_labels=true,
levels=50
)
hline!(c2,[issue_age],alpha=0.5,color=:grey,linewidth=3,legend=false)
l = @layout [
title{0.05h}
grid(1,2)
]
titleplot=plot(title="$name_b over \n $name_a\n(Grey bar is issue age selected above)", leg = false, ticks = nothing, border = :none,titlefontsize=9)
plot(titleplot,c1,c2,size=(980,400),layout= l,bottom_margin=5Plots.mm,left_margin=5Plots.mm)
end
# ╔═╡ 03dabe48-7a4a-11eb-252f-5bd03b2e0201
# make the notebook just a little wider
html"""<style>
pluto-notebook {
width: 1000px;
}
"""
# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
MortalityTables = "4780e19d-04b9-53dc-86c2-9e9aa59b5a12"
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PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
[compat]
MortalityTables = "~2.5.0"
Plots = "~1.23.1"
PlutoUI = "~0.7.16"
"""
# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
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