From d09afbd50bf7285a7c4501ca2fdc239c2fdc8b75 Mon Sep 17 00:00:00 2001 From: Reinhold Kainhofer <reinhold@kainhofer.com> Date: Mon, 7 Sep 2020 22:04:08 +0200 Subject: [PATCH] Re-write mortalityTables.(load|list) to prevent timouts when listing installed packages Rather than using installed.packages() and then loop through all packages and check whether they match ^MoratalityTables$, directly access the library directory structure on disk and list all matching package directories. Problem with installed.packages() is that it does not simply list all existing package directories, but loads all different kinds of other stuff, so try not to use it. --- DESCRIPTION | 7 ++- R/mortalityTables.list.R | 24 ++++--- R/mortalityTables.load.R | 62 +++++++++++-------- man/MortalityTables-package.Rd | 1 + man/mortalityTables.load.Rd | 6 +- .../using-the-mortalityTables-package.html | 61 ++++++++++-------- 6 files changed, 93 insertions(+), 68 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 60e087a..4645508 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,7 +1,7 @@ Package: MortalityTables Type: Package Version: 2.0.1 -Date: 2020-08-27 +Date: 2020-09-07 Title: A Framework for Various Types of Mortality / Life Tables Authors@R: c(person("Reinhold", "Kainhofer", role=c("aut", "cre"), email="reinhold@kainhofer.com")) Author: Reinhold Kainhofer [aut, cre] @@ -11,11 +11,12 @@ BugReports: https://gitlab.open-tools.net/R/r-mortality-tables/-/issues Encoding: UTF-8 Depends: ggplot2, + R (>= 2.10) +Imports: methods, scales, utils, - pracma, - R (>= 2.10) + pracma Suggests: lifecontingencies, MortalityLaws, diff --git a/R/mortalityTables.list.R b/R/mortalityTables.list.R index dc74f54..d245e7e 100644 --- a/R/mortalityTables.list.R +++ b/R/mortalityTables.list.R @@ -15,16 +15,22 @@ #' #' @export mortalityTables.list = function(pattern = "*", package = c("^MortalityTables", "^PensionTables"), prefix = "MortalityTables") { - ret = c() - pkgs = utils::installed.packages() - for (p in pkgs[,1]) { - if (any(sapply(package, grepl, p))) { # package matches the pattern given as argument - filepath = system.file("extdata", package = p); - files = Sys.glob(file.path(filepath, paste(prefix, "_", pattern, ".R", sep = ""))) - ret = c(ret, gsub(paste('^', prefix, '_(.*).R$', sep = ""), '\\1', basename(files))) - } + # TODO: Generalize lib.loc to a function parameter + res = c() + + for (p in pattern) { + # We want all files that are of the following form: + # [LIBDIR]/MortalityTables*/extdata/[PREFIX]_[NAME].R and return the list of all [NAME] parts + + lib.loc <- .libPaths() + # Get a list of all directories for MortalityTables / PensionTable extensions packages + packs = unlist(lapply(package, FUN = function(p) { list.files(lib.loc, p, full.names = TRUE)})) + # From those directories, list all extdata/[prefix]_[pattern].R files + files = Sys.glob(file.path(packs, "extdata", paste(prefix, "_", pattern, ".R", sep = ""))) + # Extract the name, i.e. everything after the prefix and without the .R: + res = c(res, gsub(paste('^', prefix, '_(.*).R$', sep = ""), '\\1', basename(files))) } - ret + res } #' List all available sets of pension tables provided by the \link[MortalityTables]{MortalityTables-package} package diff --git a/R/mortalityTables.load.R b/R/mortalityTables.load.R index cc2df3f..592f19a 100644 --- a/R/mortalityTables.load.R +++ b/R/mortalityTables.load.R @@ -7,6 +7,8 @@ #' directory. Defaults to all packages starting with names that #' start with "MortalityTables" or "PensionTables". #' Multiple packages can be given as a vector, even using regular expressions. +#' This package is not automatically loaded. If a provided +#' dataset needs its proving package loaded, it can do so explicitly. #' @param prefix The prefix for the data sets (default is "MortalityTables"). #' #' @examples @@ -14,41 +16,47 @@ #' mortalityTables.load("Austria_Annuities_*") #' mortalityTables.load("Austria_Annuities_AVOe2005R") #' mortalityTables.load("*Annuities") -#' mortalityTables.load("MyCustomTable", package = c("MyCustomPackage")) +#' \dontrun{mortalityTables.load("MyCustomTable", package = c("MyCustomPackage"))} #' #' @export mortalityTables.load = function(dataset, package = c("^MortalityTables", "^PensionTables"), prefix = "MortalityTables") { - sets = mortalityTables.list(dataset, package = package, prefix = prefix); - if (length(sets) == 0) { - warning(sprintf("Unable to locate dataset '%s' provided by the %s package!", dataset, paste(c(package), collapse = " or "))); + # TODO: Generalize lib.loc to a function parameter + + # We want all files that are of the following form: + # [LIBDIR]/MortalityTables*/extdata/[PREFIX]_[NAME].R + # where [NAME] matches the dataset argument and load them + + if (missing(dataset)) { + warning("No datasets given to load mortality tables. Please list at least one dataset (or a corresponding pattern)") } - pkgs = utils::installed.packages() - for (set in sets) { - sname = gsub("[^-A-Za-z0-9_.]", "", set); - message("Loading table dataset '", sname, "'"); - loaded = FALSE; - for (p in pkgs[,1]) { - if (any(sapply(package, grepl, p))) { # package matches the pattern given as argument - filename = system.file("extdata", paste(prefix, "_", sname, ".R", sep = ""), package = p); - if (filename != "") { - # Make sure the providing package is loaded, in case it provides helper functions - require(p, character.only = TRUE) - # Taken from the definition of sys.source and adjusted to include the - # encoding (required for Windows, otherwise UTF8-strings will be broken!) - lines = readLines(filename, encoding = "UTF-8", warn = FALSE) - srcfile = srcfilecopy(filename, lines, file.mtime(filename), isFile = TRUE) - exprs = parse(text = lines, srcfile = srcfile, keep.source = TRUE) - for (i in seq_along(exprs)) - eval(exprs[i], envir = globalenv()) + for (set in dataset) { + lib.loc <- .libPaths() + # Get a list of all directories under lib.loc for MortalityTables / PensionTable extensions packages + packs = unlist(lapply(package, FUN = function(p) { list.files(lib.loc, p, full.names = TRUE)})) + # From those directories, list all extdata/[prefix]_[set].R files + files = Sys.glob(file.path(packs, "extdata", paste(prefix, "_", set, ".R", sep = ""))) + + if (length(files) == 0) { + warning(sprintf("Unable to locate dataset '%s' provided by the package(s) %s!", dataset, paste(c(package), collapse = " or "))); + } + + loaded = FALSE + for(filename in files) { + # Taken from the definition of sys.source and adjusted to include the + # encoding (required for Windows, otherwise UTF8-strings will be broken!) + lines = readLines(filename, encoding = "UTF-8", warn = FALSE) + srcfile = srcfilecopy(filename, lines, file.mtime(filename), isFile = TRUE) + exprs = parse(text = lines, srcfile = srcfile, keep.source = TRUE) + for (i in seq_along(exprs)) + eval(exprs[i], envir = globalenv()) + + # sys.source(filename, envir = globalenv()) + loaded = TRUE - # sys.source(filename, envir = globalenv()) - loaded = TRUE - } - } } if (!loaded) { - warning(sprintf("Unable to locate dataset '%s' provided by the %s package!", sname, package)); + warning(sprintf("Unable to locate dataset '%s' provided by the %s package!", set, package)); } } } diff --git a/man/MortalityTables-package.Rd b/man/MortalityTables-package.Rd index 84fbefb..245ab2e 100644 --- a/man/MortalityTables-package.Rd +++ b/man/MortalityTables-package.Rd @@ -16,6 +16,7 @@ Classes to implement and plot cohort life tables Useful links: \itemize{ \item \url{https://gitlab.open-tools.net/R/r-mortality-tables} + \item Report bugs at \url{https://gitlab.open-tools.net/R/r-mortality-tables/-/issues} } } diff --git a/man/mortalityTables.load.Rd b/man/mortalityTables.load.Rd index dc19583..4946461 100644 --- a/man/mortalityTables.load.Rd +++ b/man/mortalityTables.load.Rd @@ -18,7 +18,9 @@ Wildcards (*) are allowed to match and load multiple datasets.} \item{package}{The package that contains the dataset in its \code{extdata/} directory. Defaults to all packages starting with names that start with "MortalityTables" or "PensionTables". -Multiple packages can be given as a vector, even using regular expressions.} +Multiple packages can be given as a vector, even using regular expressions. +This package is not automatically loaded. If a provided +dataset needs its proving package loaded, it can do so explicitly.} \item{prefix}{The prefix for the data sets (default is "MortalityTables").} } @@ -30,6 +32,6 @@ mortalityTables.list() mortalityTables.load("Austria_Annuities_*") mortalityTables.load("Austria_Annuities_AVOe2005R") mortalityTables.load("*Annuities") -mortalityTables.load("MyCustomTable", package = c("MyCustomPackage")) +\dontrun{mortalityTables.load("MyCustomTable", package = c("MyCustomPackage"))} } diff --git a/vignettes/using-the-mortalityTables-package.html b/vignettes/using-the-mortalityTables-package.html index 0e56910..a16c221 100644 --- a/vignettes/using-the-mortalityTables-package.html +++ b/vignettes/using-the-mortalityTables-package.html @@ -12,7 +12,7 @@ <meta name="author" content="Reinhold Kainhofer, reinhold@kainhofer.com" /> -<meta name="date" content="2020-08-17" /> +<meta name="date" content="2020-09-04" /> <title>Using the MortalityTables Package</title> @@ -319,7 +319,7 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } <h1 class="title toc-ignore">Using the MortalityTables Package</h1> <h4 class="author">Reinhold Kainhofer, <a href="mailto:reinhold@kainhofer.com" class="email">reinhold@kainhofer.com</a></h4> -<h4 class="date">2020-08-17</h4> +<h4 class="date">2020-09-04</h4> <div id="TOC"> @@ -378,7 +378,14 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } <dt>Cohort life table approximation using age shift</dt> <dd>Class <code>mortalityTable.ageShift</code> </dd> -<dd>Death probabilities for cohort <span class="math inline">\(YOB\)</span> are obtained by using death probabilities for cohort <span class="math inline">\(X\)</span> and modifying the technical age with a birth-year dependent shift: <span class="math display">\[q_x^{YOB} = q_{x+shift(YOB)}^{(base)}\]</span> <!-- * Observed life table --> <!-- : Class `mortalityTable.observed` --> <!-- : Death probabilities observed during several years. The probabilities are --> <!-- stored as a matrix with observation year and age as dimensions. --> +<dd>Death probabilities for cohort <span class="math inline">\(YOB\)</span> are obtained by using death probabilities for cohort <span class="math inline">\(X\)</span> and modifying the technical age with a birth-year dependent shift: <span class="math display">\[q_x^{YOB} = q_{x+shift(YOB)}^{(base)}\]</span> +</dd> +</dl></li> +<li><dl> +<dt>Observed life table</dt> +<dd>Class <code>mortalityTable.observed</code> +</dd> +<dd>Death probabilities observed during several years. The probabilities are stored as a matrix with observation year and age as dimensions. </dd> </dl></li> <li><dl> @@ -575,12 +582,12 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } </div> <div id="dimensional-information" class="section level2"> <h2><span class="header-section-number">4.4</span> Dimensional information</h2> -<p>Mortality tables are always created for special purposes, particular collectives, types of risk, sex, year, etc. So, each [MortalityTable] object provides for a list of such factors that describe the underlying target of the mortality table and that can be used e.g. when plotting mortality Tables (just like any other factor variable in a ggplot):</p> +<p>Mortality tables are always created for special purposes, particular collectives, types of risk, sex, year, etc. So, each <code>MortalityTable</code> object provides for a list of such factors that describe the underlying target of the mortality table and that can be used e.g. when plotting mortality Tables (just like any other factor variable in a ggplot):</p> <div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1"></a><span class="kw">plotMortalityTables</span>(</span> <span id="cb9-2"><a href="#cb9-2"></a> mort.AT.census[<span class="kw">c</span>(<span class="st">"m"</span>, <span class="st">"w"</span>), <span class="kw">c</span>(<span class="st">"1951"</span>, <span class="st">"1991"</span>, <span class="st">"2001"</span>, <span class="st">"2011"</span>)]) <span class="op">+</span><span class="st"> </span></span> <span id="cb9-3"><a href="#cb9-3"></a><span class="st"> </span><span class="kw">aes</span>(<span class="dt">color =</span> <span class="kw">as.factor</span>(year), <span class="dt">linetype =</span> sex) <span class="op">+</span><span class="st"> </span><span class="kw">labs</span>(<span class="dt">color =</span> <span class="st">"Period"</span>, <span class="dt">linetype =</span> <span class="st">"Sex"</span>)</span></code></pre></div> <p><img 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" /><!-- --></p> -<p>The dimensional information is stored inside the field of the MortalityTable:</p> +<p>The dimensional information is stored inside the <code>@data$dim</code> field of the MortalityTable:</p> <div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1"></a>mort.AT.census.<span class="fl">2011.</span>male<span class="op">@</span>data<span class="op">$</span>dim</span> <span id="cb10-2"><a href="#cb10-2"></a><span class="co">#> $sex</span></span> <span id="cb10-3"><a href="#cb10-3"></a><span class="co">#> [1] "m"</span></span> @@ -612,52 +619,52 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } </thead> <tbody> <tr class="odd"> -<td align="left">sex</td> +<td align="left"><code>sex</code></td> <td align="left">“m”, “w”, “u”</td> <td align="left">Sex</td> </tr> <tr class="even"> -<td align="left">collar</td> +<td align="left"><code>collar</code></td> <td align="left">“Rententafel”, “Gruppenrententafel”, “Einzel”, “Gruppe”, “Gesamtbevölkerung”, “Raucher”, “Nichtraucher”, “Arbeiter”, “Angestellte”, “Mischtafel”</td> <td align="left">Collective, to which the mortality table applies</td> </tr> <tr class="odd"> -<td align="left">type</td> +<td align="left"><code>type</code></td> <td align="left">“Rententafel”, “Volkssterbetafel”, “Pensionstafel”, “Bevölkerungsprognose”, “Beobachtung”, “Risikotafel”</td> <td align="left">The type of table</td> </tr> <tr class="even"> -<td align="left">data</td> +<td align="left"><code>data</code></td> <td align="left">“official”, “raw”, “loaded”, “loaded, group”, “unloaded”, “age-shifted”, “geglättet”</td> <td align="left">The type of data</td> </tr> <tr class="odd"> -<td align="left">year</td> +<td align="left"><code>year</code></td> <td align="left">numeric year, “2014-2080”, “1980-2017”, “1947-2017”</td> <td align="left">The year (or range) described by the table</td> </tr> <tr class="even"> -<td align="left">tablename</td> +<td align="left"><code>tablename</code></td> <td align="left">“AVÖ 1996-R”, “AVÖ 2005-R”, “EROM 85”, “EROF 85”, “EROM G1950”, “EROF G1950”, “EROM G1950 AV”, “EROF G1950 AV”, “RR67”, “DAV 1994R”, “DAV 2004R”, “DAV 1994T”, “DAV 2008T”, “1971 IAM”, “1971 IAM projected”, “1983a”, “1983 GAM”, “1994 GAM”, “1994 GAR”, “2012 IAM”, “Annuity 2000”, “AVÖ 1999-P”, “AVÖ 2008-P”, “Ettl-Pagler 1989”, “DAV 2005-G”</td> <td align="left">The formal name of the table</td> </tr> <tr class="odd"> -<td align="left">risk</td> +<td align="left"><code>risk</code></td> <td align="left">“Tod”, “sonst. Ausscheiden”, “Invalidisierung”, “Partnerwahrscheinlichkeit im Tod”, “mittl. Hinterbliebenenalter”</td> <td align="left">The type of risk described by the table</td> </tr> <tr class="even"> -<td align="left">probability</td> +<td align="left"><code>probability</code></td> <td align="left">“qx”, “sx”, “ix”, “qgx”, “qix”, “qpx”, “hx”, “qwy”, “yx”</td> <td align="left">The probability described by the table (corresponds with “risk”)</td> </tr> <tr class="odd"> -<td align="left">country</td> +<td align="left"><code>country</code></td> <td align="left">“Österreich”, “Deutschland”, “USA”, …</td> <td align="left">The geographic region of the table (not neccessarily only countries)</td> </tr> <tr class="even"> -<td align="left">source</td> +<td align="left"><code>source</code></td> <td align="left">“AVÖ”, “Statistik Austria”, “DAV”, …</td> <td align="left">Source of the data / table</td> </tr> @@ -824,15 +831,15 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } </div> <div id="creating-mortality-tables-from-data-and-modifying-them-using-various-helper-functions" class="section level1"> <h1><span class="header-section-number">7</span> Creating mortality tables from data and modifying them using various helper functions</h1> -<p>The package not only provides the data structures and some examples of mortality tables, it also provides several functions to create mortality tables from raw data and modify them. The package provides several editing functions, which all begin with the prefix .</p> -<p>Let us take as an example the provided dataset of Austrian population data (exposure and deaths counts for the year 2017).</p> +<p>The package MortalityTables not only provides the data structures and some examples of mortality tables, it also provides several functions to create mortality tables from raw data and modify them. The package provides several editing functions, which all begin with the prefix <code>mT.</code>.</p> +<p>Let us take as an example the provided dataset <code>PopulationData.AT2017</code> of Austrian population data (exposure and deaths counts for the year 2017).</p> <p>For simplicity, we only look at the unisex data (i.e. male + female numbers, which are already provided as total exposure and total deaths). The raw mortality can then be calculated as </p> <div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a><span class="kw">library</span>(tidyverse)</span> <span id="cb20-2"><a href="#cb20-2"></a><span class="kw">data</span>(<span class="st">"PopulationData.AT2017"</span>, <span class="dt">package =</span> <span class="st">"MortalityTables"</span>)</span> <span id="cb20-3"><a href="#cb20-3"></a>PopulationData.AT2017.raw =<span class="st"> </span>PopulationData.AT2017 <span class="op">%>%</span></span> <span id="cb20-4"><a href="#cb20-4"></a><span class="st"> </span><span class="kw">select</span>(age, exposure.total, deaths.total) <span class="op">%>%</span></span> <span id="cb20-5"><a href="#cb20-5"></a><span class="st"> </span><span class="kw">mutate</span>(<span class="dt">qraw =</span> deaths.total <span class="op">/</span><span class="st"> </span>(exposure.total <span class="op">+</span><span class="st"> </span>deaths.total<span class="op">/</span><span class="dv">2</span>))</span></code></pre></div> -<p>We now have all data needed to put it into a [MortalityTable] object (some fields like the exposre and the data list are not strictly needed, but can be useful later on):</p> +<p>We now have all data needed to put it into a <code>MortalityTable</code> object (some fields like the exposre and the data list are not strictly needed, but can be useful later on):</p> <div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a>PopulationTable.AT2017 =<span class="st"> </span><span class="kw">mortalityTable.period</span>(</span> <span id="cb21-2"><a href="#cb21-2"></a> <span class="dt">name =</span> <span class="st">"Austrian Population Mortality 2017 (raw)"</span>, </span> <span id="cb21-3"><a href="#cb21-3"></a> <span class="dt">baseYear =</span> <span class="dv">2017</span>,</span> @@ -846,13 +853,13 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } <span id="cb21-11"><a href="#cb21-11"></a>)</span> <span id="cb21-12"><a href="#cb21-12"></a><span class="kw">plotMortalityTables</span>(PopulationTable.AT2017, <span class="dt">title =</span> <span class="st">"Austrian population mortality (raw), 2017"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> -<p>Of course, we sooner or later want to work with a smooth table rather than the raw death probabilities. The most common approach to smoothing mortality tables is the Whittaker-Henderson method of graduation, which is provided by the function [whittaker.mortalityTable()]. The parameters are the <span class="math inline">\(\ĺambda\)</span> smoothing parameter (determining how smooth the result shall be, which in turn means that the result might be quite distant from the raw probabiliteis in some ages) and the order of differences <span class="math inline">\(d\)</span> (the default 2 typically suffices). Since we have the exposures available and stored inside the table, the [whittaker.mortalityTable()] function will use the exposures as weight and so try to match age ranges with high exposure much better than e.g. old ages with hardly any living.</p> +<p>Of course, we sooner or later want to work with a smooth table rather than the raw death probabilities. The most common approach to smoothing mortality tables is the Whittaker-Henderson method of graduation, which is provided by the function <code>whittaker.mortalityTable()</code>. The parameters are the <span class="math inline">\(\lambda\)</span> smoothing parameter (determining how smooth the result shall be, which in turn means that the result might be quite distant from the raw probabilities in some ages) and the order of differences <span class="math inline">\(d\)</span> (the default 2 typically suffices). Since we have the exposures available and stored inside the table, the <code>whittaker.mortalityTable()</code> function will use the exposures as weight and so try to match age ranges with high exposure much better than e.g. old ages with hardly any living.</p> <div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1"></a>PopulationTable.AT2017.smooth =<span class="st"> </span>PopulationTable.AT2017 <span class="op">%>%</span></span> <span id="cb22-2"><a href="#cb22-2"></a><span class="st"> </span><span class="kw">whittaker.mortalityTable</span>(<span class="dt">lambda =</span> <span class="dv">1</span><span class="op">/</span><span class="dv">10</span>, <span class="dt">d =</span> <span class="dv">2</span>, <span class="dt">name.postfix =</span> <span class="st">", Whittaker"</span>) <span class="op">%>%</span></span> <span id="cb22-3"><a href="#cb22-3"></a><span class="st"> </span><span class="kw">mT.setDimInfo</span>(<span class="dt">type =</span> <span class="st">"smoothed"</span>)</span> <span id="cb22-4"><a href="#cb22-4"></a><span class="kw">plotMortalityTables</span>(PopulationTable.AT2017, PopulationTable.AT2017.smooth, <span class="dt">title =</span> <span class="st">"Austrian population mortality (raw and smoothed), 2017"</span>) <span class="op">+</span></span> <span id="cb22-5"><a href="#cb22-5"></a><span class="st"> </span><span class="kw">aes</span>(<span class="dt">colour =</span> type)</span></code></pre></div> -<p><img src="data:image/png;base64,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" /><!-- --> As a side note, this example also shows how the additional dimensional infos set be either the constructor of the table or the [mT.setDimInfo()] function and stored in the list can be used by ggplot as aesthetics.</p> +<p><img src="data:image/png;base64,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" /><!-- --> As a side note, this example also shows how the additional dimensional infos set be either the constructor of the table or the <code>mT.setDimInfo()</code> function and stored in the <code>table$data$dim</code> list can be used by ggplot as aesthetics.</p> <p>Now, if we look at the exposures, we see that above age 95 we are below an exposure of 5000 and at age 100 we are below exposure 500. So, for these old ages we apparently do not have enough data to derive mortalities with sufficient significance. So, let’s cut the table at age 100:</p> <div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a>PopulationData.AT2017.raw <span class="op">%>%</span><span class="st"> </span><span class="kw">filter</span>(age <span class="op">></span><span class="st"> </span><span class="dv">90</span>)</span> <span id="cb23-2"><a href="#cb23-2"></a><span class="co">#> # A tibble: 20 x 4</span></span> @@ -882,7 +889,7 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } <span id="cb23-26"><a href="#cb23-26"></a><span class="st"> </span><span class="kw">mT.fillAges</span>(<span class="dv">0</span><span class="op">:</span><span class="dv">99</span>) <span class="op">%>%</span></span> <span id="cb23-27"><a href="#cb23-27"></a><span class="st"> </span><span class="kw">mT.setName</span>(<span class="st">"Austrian Population Mortality 2017, Whittaker-smoothed and cut at age 99"</span>)</span></code></pre></div> <p>Even though we don’t have enough statistical data to derive significant mortalities above 100, we still want to create a table that covers this age range by extrapolating the significant table to higher ages. This is typically done by selecting a fitting function and an appropriate age range, where the function is fit to the data. The parameters of the function calibrated to match the mortalities in the fitting range as good as possible are then used to extrapolate the mortalities with the function to ages outside the existing table.</p> -<p>The function [mT.fitExtrapolationLaw] uses the package and the function [MortalityLaws::MortalityLaw()] to fit one of the mortality laws ( see [MortalityLaws::availableLaws()] for all available laws) to the data and use that law to extrapolate to the desired ages, with a potential feding-in or fading-out age range.</p> +<p>The function <code>mT.fitExtrapolationLaw</code> uses the package <code>MortalityLaws</code> and the function <code>MortalityLaws::MortalityLaw()</code> to fit one of the mortality laws (see <code>MortalityLaws::availableLaws()</code> for all available laws) to the data and use that law to extrapolate to the desired ages, with a potential feding-in or fading-out age range.</p> <p>In this example, we fit a Heligman-Pollard-type law (HP2) to the raw data and use it to extrapolate up to age 120. The age rante 80–95 is used to linearly switch from the (smoothed) death probabilities of the input table to the death probabilities calculated from the fitted law. So in this case, all observed probabilities above age 95 are not used at all anyway.</p> <div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1"></a>PopulationTable.AT2017.ex =<span class="st"> </span>PopulationTable.AT2017.smooth <span class="op">%>%</span></span> <span id="cb24-2"><a href="#cb24-2"></a><span class="st"> </span><span class="kw">mT.fitExtrapolationLaw</span>(<span class="dt">law =</span> <span class="st">"HP2"</span>, <span class="dt">fit =</span> <span class="dv">75</span><span class="op">:</span><span class="dv">99</span>, <span class="dt">extrapolate =</span> <span class="dv">80</span><span class="op">:</span><span class="dv">120</span>, <span class="dt">fadeIn =</span> <span class="dv">80</span><span class="op">:</span><span class="dv">95</span>) <span class="op">%>%</span></span> @@ -927,12 +934,12 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } <span id="cb26-17"><a href="#cb26-17"></a> <span class="dt">ages =</span> <span class="dv">75</span><span class="op">:</span><span class="dv">120</span>, <span class="dt">legend.position =</span> <span class="st">"bottom"</span>, <span class="dt">legend.key.width =</span> <span class="kw">unit</span>(<span class="dv">15</span>, <span class="st">"mm"</span>)) <span class="op">+</span></span> <span id="cb26-18"><a href="#cb26-18"></a><span class="st"> </span><span class="kw">aes</span>(<span class="dt">colour =</span> type) <span class="op">+</span><span class="st"> </span><span class="kw">labs</span>(<span class="dt">colour =</span> <span class="st">"Mortality Law"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> -<p>The Austrian population mortality table for the year 2017 derived above is a period life table describing the observed mortality only in the year 2017. To describe death probabilities for a given person, one needs to take into account the mortality improvements and project the mortality into the future from the observation year. This can be done with age-dependent yearly mortality improvements, also called mortaltity trend <span class="math inline">\(\labmda_x\)</span>.</p> -<p>For simplicity, we will use the trend <span class="math inline">\(\labmda_x\)</span> of the medium scenario of the mortality forecast of the Statistik Austria (forecast from 2016 to roughly 2080). These forecast tables are available as the mortality table for male and female separately. Even though we derived a table for unisex, we will apply the male trends for simplicity. In practice, of course you would derive proper unisex trends from the available data.</p> +<p>The Austrian population mortality table for the year 2017 derived above is a period life table describing the observed mortality only in the year 2017. To describe death probabilities for a given person, one needs to take into account the mortality improvements and project the mortality into the future from the observation year. This can be done with age-dependent yearly mortality improvements, also called mortaltity trend <span class="math inline">\(\lambda_x\)</span>.</p> +<p>For simplicity, we will use the trend <span class="math inline">\(\lambda_x\)</span> of the medium scenario of the mortality forecast of the Statistik Austria (forecast from 2016 to roughly 2080). These forecast tables are available as the mortality table <code>mort.AT.forecast</code> for male and female separately. Even though we derived a table for unisex, we will apply the male trends for simplicity. In practice, of course you would derive proper unisex trends from the available data.</p> <div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1"></a><span class="kw">mortalityTables.load</span>(<span class="st">"Austria_PopulationForecast"</span>)</span> <span id="cb27-2"><a href="#cb27-2"></a><span class="co">#> Loading table dataset 'Austria_PopulationForecast'</span></span> <span id="cb27-3"><a href="#cb27-3"></a><span class="kw">plotMortalityTrend</span>(mort.AT.forecast, <span class="dt">title =</span> <span class="st">"Forecast trend (medium scenario) by Statistik Austria"</span>)</span></code></pre></div> -<p><img src="data:image/png;base64,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" /><!-- --> As we can see, the trends appear to be derived from data until age 94 and then set to a constant value (“floor”). Let us first apply the male trend to the observed period life table of the year 2017, and then extrapolate the trend from age 94 to higher ages by an exponential function towards zero. The first can be done with the function [mT.addTrend()], while the second can be done with [mT.extrapolateTrendExp()]:</p> +<p><img src="data:image/png;base64,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" /><!-- --> As we can see, the trends appear to be derived from data until age 94 and then set to a constant value (“floor”). Let us first apply the male trend to the observed period life table of the year 2017, and then extrapolate the trend from age 94 to higher ages by an exponential function towards zero. The first can be done with the function <code>mT.addTrend()</code>, while the second can be done with <code>mT.extrapolateTrendExp()</code>:</p> <div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1"></a>PopulationTable.AT2017.trend =<span class="st"> </span>PopulationTable.AT2017.ex <span class="op">%>%</span></span> <span id="cb28-2"><a href="#cb28-2"></a><span class="st"> </span><span class="kw">mT.addTrend</span>(mort.AT.forecast<span class="op">$</span>m<span class="op">@</span>trend, <span class="dt">trendages =</span> <span class="kw">ages</span>(mort.AT.forecast<span class="op">$</span>m)) <span class="op">%>%</span></span> <span id="cb28-3"><a href="#cb28-3"></a><span class="st"> </span><span class="kw">mT.setDimInfo</span>(<span class="dt">type =</span> <span class="st">"smoothed, extrapolated, trend"</span>)</span> @@ -952,7 +959,7 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } <span id="cb29-4"><a href="#cb29-4"></a><span class="kw">plotMortalityTables</span>(PopulationTable.AT2017, PopulationTable.AT2017.smooth, PopulationTable.AT2017.ex, PopulationTable.AT2017.trend.ex, <span class="dt">YOB =</span> <span class="dv">1980</span>, <span class="dt">title =</span> <span class="st">"Austrian population mortality (Period 2017 vs. Generation 1980)"</span>, <span class="dt">legend.position =</span> <span class="kw">c</span>(<span class="fl">0.01</span>, <span class="fl">0.99</span>), <span class="dt">legend.justification =</span> <span class="kw">c</span>(<span class="dv">0</span>,<span class="dv">1</span>)) <span class="op">+</span></span> <span id="cb29-5"><a href="#cb29-5"></a><span class="st"> </span><span class="kw">aes</span>(<span class="dt">colour =</span> type)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> -<p>So we have now started from raw data, calculated the death probabilities, smoothed them using Whittaker-Henderson, extrapolated to very old ages and added a trend to create a nice Cohort Life Table. We could now store the in an .RData file and distribute it to the public. However, we might miss that all our modification were also recorded inside the mortality table (to allow later introspection into what was done and what was the result). For a published table, this might not be desired, so we first need to clean this additional support data with the [mT.cleanup()] function, which does not modify the table itself, but only removes all non-essential supporting information from the table:</p> +<p>So we have now started from raw data, calculated the death probabilities, smoothed them using Whittaker-Henderson, extrapolated to very old ages and added a trend to create a nice Cohort Life Table. We could now store the <code>PopulationTable.AT2017.trend.ex</code> in an .RData file and distribute it to the public. However, we might miss that all our modification were also recorded inside the mortality table (to allow later introspection into what was done and what was the result). For a published table, this might not be desired, so we first need to clean this additional support data with the <code>mT.cleanup()</code> function, which does not modify the table itself, but only removes all non-essential supporting information from the table:</p> <div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1"></a><span class="co"># Lots of non-essential or support information is stored inside the table's data field:</span></span> <span id="cb30-2"><a href="#cb30-2"></a>PopulationTable.AT2017.trend.ex<span class="op">@</span>data<span class="op">$</span>whittaker</span> <span id="cb30-3"><a href="#cb30-3"></a><span class="co">#> $weights</span></span> @@ -985,8 +992,8 @@ code > span.er { color: #a61717; background-color: #e3d2d2; } <span id="cb30-30"><a href="#cb30-30"></a><span class="st"> </span><span class="kw">mT.cleanup</span>() <span class="op">%>%</span></span> <span id="cb30-31"><a href="#cb30-31"></a><span class="st"> </span><span class="kw">mT.round</span>(<span class="dt">digits =</span> <span class="dv">6</span>) <span class="op">%>%</span></span> <span id="cb30-32"><a href="#cb30-32"></a><span class="st"> </span><span class="kw">mT.setName</span>(<span class="st">"Austrian Population Mortality, Period 2017 with trend projection"</span>)</span></code></pre></div> -<p>Other functions that might be useful before publishing a table are: * [mT.translate()], which simply moves the base year of the internal representation of a cohort life table to a different year (by applying the trend according to the translation), but leaves cohort death probabilities unchanged. * [mT.round()], which rounds the probabilities of the base table and the trend to the given number of digits.</p> -<p>When using a population mortality table like the one we just derived in insurance contracts, the actuary often considers adding a certain security loading (e.g. 25% on all death probabilities) to ensure sufficient security and ensure the legal requirement of a prudent person. This can be done with the function [mT.scaleProbs()]:</p> +<p>Other functions that might be useful before publishing a table are: * <code>mT.translate()</code>, which simply moves the base year of the internal representation of a cohort life table to a different year (by applying the trend according to the translation), but leaves cohort death probabilities unchanged. * <code>mT.round()</code>, which rounds the probabilities of the base table and the trend to the given number of digits.</p> +<p>When using a population mortality table like the one we just derived in insurance contracts, the actuary often considers adding a certain security loading (e.g. 25% on all death probabilities) to ensure sufficient security and ensure the legal requirement of a prudent person. This can be done with the function <code>mT.scaleProbs()</code>:</p> <div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1"></a>TableForProduct =<span class="st"> </span>PopulationTable.AT2017.Cohort.FINAL <span class="op">%>%</span></span> <span id="cb31-2"><a href="#cb31-2"></a><span class="st"> </span><span class="kw">mT.scaleProbs</span>(<span class="dt">factor =</span> <span class="fl">1.25</span>, <span class="dt">name.postfix =</span> <span class="st">"10% security added"</span>)</span> <span id="cb31-3"><a href="#cb31-3"></a></span> -- GitLab