diff --git a/DESCRIPTION b/DESCRIPTION
index ae6c8cf65b056416e1c5cbde27bd9a5d7db7427b..c568822760e3aaa60a249c86a8e70405a44f199d 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -6,6 +6,7 @@ Title: A framework for various types of life tables
 Authors@R: c(person("Reinhold", "Kainhofer", role=c("aut", "cre"), email="reinhold@kainhofer.com"))
 Author: Reinhold Kainhofer [aut, cre]
 Maintainer: Reinhold Kainhofer <reinhold@kainhofer.com>
+URL: https://gitlab.open-tools.net/R/r-valuation-tables
 Depends:
     ggplot2,
     methods,
diff --git a/vignettes/using-the-valuationTables-package.R b/vignettes/using-the-valuationTables-package.R
index 07a3c301e46fa1ac1c7224761ceff665cff3868c..a7da1335c8d772dc3b4e5ede8bb722fc88adc1c3 100644
--- a/vignettes/using-the-valuationTables-package.R
+++ b/vignettes/using-the-valuationTables-package.R
@@ -61,6 +61,76 @@ plot(lt, title="Simple log-linear period mortality table")
 deathProbabilities(lt)
 
 
+## ------------------------------------------------------------------------
+atPlus2 = valuationTable.trendProjection(
+    name = "Austrian Census Males 2011, 2% yearly trend",
+    baseYear = 2011,
+    deathProbs = deathProbabilities(mort.AT.census.2011.male),
+    ages = ages(mort.AT.census.2011.male),
+    trend = rep(0.02, length(ages(mort.AT.census.2011.male)))
+)
+
+## ------------------------------------------------------------------------
+atPlus2.damp = valuationTable.trendProjection(
+    name = "Austrian M '11, 2% yearly, damping until 2111",
+    baseYear = 2011,
+    deathProbs = deathProbabilities(mort.AT.census.2011.male),
+    ages = ages(mort.AT.census.2011.male),
+    trend = rep(0.02, length(ages(mort.AT.census.2011.male))),
+    # damping function: 2011: full effect, linear reduction until yearly trend=0 in 2111:
+    # 2011: 100%, 2012: 99%, 2013: 98% => For 2013 we have a cumulative trend 
+    # of 297% instead of 300% for three full yearly trends!
+    dampingFunction = function(n) { n - n*(n+1)/2/100 }
+)
+
+plot(mort.AT.census.2011.male, atPlus2, atPlus2.damp, YOB=2011, legend.position=c(0.8,0.75))
+
+## ------------------------------------------------------------------------
+atPlus2.damp2 = valuationTable.trendProjection(
+    name = "Austrian M '11, 2% yearly, 1% long-term",
+    baseYear = 2011,
+    deathProbs = deathProbabilities(mort.AT.census.2011.male),
+    ages = ages(mort.AT.census.2011.male),
+    trend = rep(0.02, length(ages(mort.AT.census.2011.male))),
+    trend2 = rep(0.01, length(ages(mort.AT.census.2011.male))),
+    # damping function interpolates between the two trends: 
+    # until 2021 trend 1, from 2031 trend 2, linearly beteen
+    dampingFunction = function(year) { 
+        if (year <= 2021) 1
+        else if (year>2031) 14.5/(year-2011)
+        else 1 - (year-2021)*(year-2021+1)/20/(year-2011)
+    }
+)
+
+plot(mort.AT.census.2011.male, atPlus2, atPlus2.damp, atPlus2.damp2, YOB=2011, legend.position=c(0.8,0.75))
+
+## ------------------------------------------------------------------------
+baseTableShift = getCohortTable(atPlus2, YOB=2011);
+baseTableShift@name = "Base table of the shift (YOB 2011)"
+
+atShifted = valuationTable.ageShift(
+    name = "Approximation with age shift",
+    baseYear = 2011,
+    deathProbs = deathProbabilities(baseTableShift),
+    ages = ages(baseTableShift),
+    ageShifts = data.frame(
+        shifts = c(
+            rep( 0, 3), 
+            rep(-1, 3), 
+            rep(-2, 3), 
+            rep(-3, 3), 
+            rep(-4, 3), 
+            rep(-5, 3), 
+            rep(-6, 3)
+        ),
+        row.names = 2011:2031
+    )
+)
+
+ageShift(atShifted, YOB=2021)
+
+plot(baseTableShift, atPlus2, atShifted, YOB=2021, legend.position=c(0.8,0.75))
+
 ## ------------------------------------------------------------------------
 b=AVOe2005R.female 
 b@name = "Modified Copy"
@@ -69,8 +139,10 @@ b@modification = function(qx) pmax(qx, 0.01)
 plot(AVOe2005R.female, b, YOB=2000)
 
 ## ------------------------------------------------------------------------
-lt.mod = valuationTable.period(name="Sample modified lifetable (lower bound of 3%)", ages=1:99, deathProbs=exp(-(99:1)/10), modification=function (qx) pmax(0.03, qx))
-plot(lt, lt.mod, title="Original and modified table")
+AVOe2005R.female.sec = setLoading(AVOe2005R.female, loading = 0.1);
+# Make sure the modified table has a new name, otherwise plots might break
+AVOe2005R.female.sec@name = "Table with 10% loading"
+plot(AVOe2005R.female, AVOe2005R.female.sec, title="Original and modified table")
 
 ## ------------------------------------------------------------------------
 AVOe2005R.female.mod = setModification(AVOe2005R.female, modification=function (qx) pmax(0.03, qx));
diff --git a/vignettes/using-the-valuationTables-package.html b/vignettes/using-the-valuationTables-package.html
index cb72e19094f8e709e3bae5372cb99b25edf6961a..eb86da42facac0336ff907509bd386af4ab10231 100644
--- a/vignettes/using-the-valuationTables-package.html
+++ b/vignettes/using-the-valuationTables-package.html
@@ -12,7 +12,7 @@
 
 <meta name="author" content="Reinhold Kainhofer, reinhold@kainhofer.com" />
 
-<meta name="date" content="2016-09-03" />
+<meta name="date" content="2016-09-04" />
 
 <title>Using the ValuationTables Package</title>
 
@@ -70,7 +70,7 @@ code > span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Inf
 
 <h1 class="title toc-ignore">Using the ValuationTables Package</h1>
 <h4 class="author"><em>Reinhold Kainhofer, <a href="mailto:reinhold@kainhofer.com">reinhold@kainhofer.com</a></em></h4>
-<h4 class="date"><em>2016-09-03</em></h4>
+<h4 class="date"><em>2016-09-04</em></h4>
 
 
 <div id="TOC">
@@ -85,14 +85,13 @@ code > span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Inf
 </ul></li>
 <li><a href="#creating-a-life-table-object">Creating a life table object</a><ul>
 <li><a href="#period-life-tables">Period life tables</a></li>
-<li><a href="#observed-life-tables">Observed life tables</a></li>
 <li><a href="#cohort-life-tables-with-trend-projection">Cohort life tables with trend projection</a></li>
 <li><a href="#cohort-life-tables-with-age-shift">Cohort life tables with age-shift</a></li>
 </ul></li>
 <li><a href="#modifying-life-table-objects">Modifying life table objects</a><ul>
 <li><a href="#copying-life-tables">Copying life tables</a></li>
+<li><a href="#adding-a-security-loading-to-the-raw-probabilities">Adding a security loading to the raw probabilities</a></li>
 <li><a href="#adding-a-modification-to-the-raw-probabilities">Adding a modification to the raw probabilities</a></li>
-<li><a href="#adding-a-modification-to-the-raw-probabilities-1">Adding a modification to the raw probabilities</a></li>
 </ul></li>
 </ul>
 </div>
@@ -118,25 +117,16 @@ code > span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Inf
 <dt>Cohort life table using age-specific trends</dt>
 <dd>Class <code>valuationTable.trendProjection</code>
 </dd>
-<dd>Death probabilities of a given base year are projected into the future using age-specific trends <span class="math inline">\(\lambda_x\)</span>. The death probability of an <span class="math inline">\(x\)</span>-year old in year <code>baseYear + n</code> is calculated as: <span class="math inline">\(q_x^{(baseYear+n)} = q_x^{(baseYear)} \cdot e^{-n\cdot\lambda_x}\)</span>
+<dd>Death probabilities of a given base year are projected into the future using age-specific trends <span class="math inline">\(\lambda_x\)</span>. The death probability of an <span class="math inline">\(x\)</span>-year old in year <code>baseYear + n</code> is calculated as: <span class="math display">\[q_x^{(baseYear+n)} = q_x^{(baseYear)} \cdot e^{-n\cdot\lambda_x}\]</span>
 </dd>
-<dd>Consequently, the death probabilities for a person born in year <code>YOB</code> can be calculated as <span class="math inline">\(q_x^{YOB} = q_x^{(base)} \cdot e^{-(YOB+x-baseYear)\cdot \lambda_x}\)</span>
+<dd>Consequently, the death probabilities for a person born in year <code>YOB</code> can be calculated as <span class="math display">\[q_x^{YOB} = q_x^{(base)} \cdot e^{-(YOB+x-baseYear)\cdot \lambda_x}\]</span>
 </dd>
 </dl></li>
 <li><dl>
 <dt>Cohort life table approximation using age shift</dt>
 <dd>Class <code>valuationTable.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:
-</dd>
-<dd><span class="math inline">\(q_x^{YOB} = q_{x+shift(YOB)}^{(base)}\)</span>
-</dd>
-</dl></li>
-<li><dl>
-<dt>Observed life table</dt>
-<dd>Class <code>valuationTable.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>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 `valuationTable.observed` --> <!--     : 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>
@@ -341,19 +331,98 @@ table.per2020 =<span class="st"> </span><span class="kw">getPeriodTable</span>(A
 <span class="co">#&gt; [86] 2.465970e-01 2.725318e-01 3.011942e-01 3.328711e-01 3.678794e-01</span>
 <span class="co">#&gt; [91] 4.065697e-01 4.493290e-01 4.965853e-01 5.488116e-01 6.065307e-01</span>
 <span class="co">#&gt; [96] 6.703200e-01 7.408182e-01 8.187308e-01 9.048374e-01</span></code></pre></div>
-</div>
-<div id="observed-life-tables" class="section level3">
-<h3>Observed life tables</h3>
-<p>The observations for the given years</p>
-<p>TODO</p>
+<!-- ### Observed life tables -->
+<!-- The observations for the given years -->
+<!-- TODO -->
 </div>
 <div id="cohort-life-tables-with-trend-projection" class="section level3">
 <h3>Cohort life tables with trend projection</h3>
-<p>TODO</p>
+<p>A cohort life table with trend projection needs the following parameters:</p>
+<ul>
+<li>The base table <span class="math inline">\(q_x^{(base)}\)</span> (death probabilities) for the given base period as a vector</li>
+<li>Age-specific trend factors <span class="math inline">\(\lambda_x\)</span> as a vector</li>
+<li>The base year (numeric)</li>
+<li></li>
+</ul>
+<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">atPlus2 =<span class="st"> </span><span class="kw">valuationTable.trendProjection</span>(
+    <span class="dt">name =</span> <span class="st">&quot;Austrian Census Males 2011, 2% yearly trend&quot;</span>,
+    <span class="dt">baseYear =</span> <span class="dv">2011</span>,
+    <span class="dt">deathProbs =</span> <span class="kw">deathProbabilities</span>(mort.AT.census<span class="fl">.2011</span>.male),
+    <span class="dt">ages =</span> <span class="kw">ages</span>(mort.AT.census<span class="fl">.2011</span>.male),
+    <span class="dt">trend =</span> <span class="kw">rep</span>(<span class="fl">0.02</span>, <span class="kw">length</span>(<span class="kw">ages</span>(mort.AT.census<span class="fl">.2011</span>.male)))
+)</code></pre></div>
+<p>Some life tables do not assume a constant age-specific trend over time, but rather assume that the currently observed high mortality improvements are just a temporary effect, so the current trend is in effect only for some time and then reduces to some kind of long-term trend.</p>
+<p>There are two conceptual approaches: One is to use a trend dampening function that is simply applied to the starting trend. So, while the initial trend might be 3%, i.e. the projection will use <code>(ObservationYear-BaseYear) * OriginalYear</code>, over time it will assume the value <code>dampeningFunction(ObservationYear-BaseYear) * OriginalTrend</code>. The dampening function in this case gives the cumulated trend effect from the base year until the observation year. To implement this trend reduction with the ValuationTables package, simply pass a one-argument function as the <code>dampingFunction</code> slot to the class, the argument will be the number of years from the base year (NOT the calendar year!):</p>
+<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">atPlus2.damp =<span class="st"> </span><span class="kw">valuationTable.trendProjection</span>(
+    <span class="dt">name =</span> <span class="st">&quot;Austrian M '11, 2% yearly, damping until 2111&quot;</span>,
+    <span class="dt">baseYear =</span> <span class="dv">2011</span>,
+    <span class="dt">deathProbs =</span> <span class="kw">deathProbabilities</span>(mort.AT.census<span class="fl">.2011</span>.male),
+    <span class="dt">ages =</span> <span class="kw">ages</span>(mort.AT.census<span class="fl">.2011</span>.male),
+    <span class="dt">trend =</span> <span class="kw">rep</span>(<span class="fl">0.02</span>, <span class="kw">length</span>(<span class="kw">ages</span>(mort.AT.census<span class="fl">.2011</span>.male))),
+    <span class="co"># damping function: 2011: full effect, linear reduction until yearly trend=0 in 2111:</span>
+    <span class="co"># 2011: 100%, 2012: 99%, 2013: 98% =&gt; For 2013 we have a cumulative trend </span>
+    <span class="co"># of 297% instead of 300% for three full yearly trends!</span>
+    <span class="dt">dampingFunction =</span> function(n) { n -<span class="st"> </span>n*(n<span class="dv">+1</span>)/<span class="dv">2</span>/<span class="dv">100</span> }
+)
+
+<span class="kw">plot</span>(mort.AT.census<span class="fl">.2011</span>.male, atPlus2, atPlus2.damp, <span class="dt">YOB=</span><span class="dv">2011</span>, <span class="dt">legend.position=</span><span class="kw">c</span>(<span class="fl">0.8</span>,<span class="fl">0.75</span>))</code></pre></div>
+<p><img 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" alt /><!-- --></p>
+<p>The other approach is to assume that instead of the initial trend, after some time a second trend (slot trend2) takes over. In this case, the <code>dampingFunction</code> slot is again a one-argument function that now gives the weight of the first trend, while <code>1-dampingFunction(year)</code> will give the weight of the second trend. As the weights will be applied for the whole period from the base- to the observation year, the weights need to be cumulated and normalized.</p>
+<p>The argument in this case is the actual calendar year (not the year since the base year like it was in the one-trend case above!)</p>
+<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">atPlus2.damp2 =<span class="st"> </span><span class="kw">valuationTable.trendProjection</span>(
+    <span class="dt">name =</span> <span class="st">&quot;Austrian M '11, 2% yearly, 1% long-term&quot;</span>,
+    <span class="dt">baseYear =</span> <span class="dv">2011</span>,
+    <span class="dt">deathProbs =</span> <span class="kw">deathProbabilities</span>(mort.AT.census<span class="fl">.2011</span>.male),
+    <span class="dt">ages =</span> <span class="kw">ages</span>(mort.AT.census<span class="fl">.2011</span>.male),
+    <span class="dt">trend =</span> <span class="kw">rep</span>(<span class="fl">0.02</span>, <span class="kw">length</span>(<span class="kw">ages</span>(mort.AT.census<span class="fl">.2011</span>.male))),
+    <span class="dt">trend2 =</span> <span class="kw">rep</span>(<span class="fl">0.01</span>, <span class="kw">length</span>(<span class="kw">ages</span>(mort.AT.census<span class="fl">.2011</span>.male))),
+    <span class="co"># damping function interpolates between the two trends: </span>
+    <span class="co"># until 2021 trend 1, from 2031 trend 2, linearly beteen</span>
+    <span class="dt">dampingFunction =</span> function(year) { 
+        if (year &lt;=<span class="st"> </span><span class="dv">2021</span>) <span class="dv">1</span>
+        else if (year&gt;<span class="dv">2031</span>) <span class="fl">14.5</span>/(year<span class="dv">-2011</span>)
+        else <span class="dv">1</span> -<span class="st"> </span>(year<span class="dv">-2021</span>)*(year<span class="dv">-2021+1</span>)/<span class="dv">20</span>/(year<span class="dv">-2011</span>)
+    }
+)
+
+<span class="kw">plot</span>(mort.AT.census<span class="fl">.2011</span>.male, atPlus2, atPlus2.damp, atPlus2.damp2, <span class="dt">YOB=</span><span class="dv">2011</span>, <span class="dt">legend.position=</span><span class="kw">c</span>(<span class="fl">0.8</span>,<span class="fl">0.75</span>))</code></pre></div>
+<p><img 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" alt /><!-- --></p>
 </div>
 <div id="cohort-life-tables-with-age-shift" class="section level3">
 <h3>Cohort life tables with age-shift</h3>
-<p>TODO</p>
+<p>Age-shifted cohort life tables are an approximation to full cohort life tables. Full cohort life tables apply a trend or improvment factors to the death probabilities of a base year to obtail death probabilities for a given birth year. Age-shifting rather modifies the age of the corresponding person and uses the same, unmodified base table for all cohorts. Basically, it works like this:</p>
+<blockquote>
+<p>A 60-year old born in 1950 has the same death probability as a 50-year old born in 1900, so instead of looking at the cohort 1950, we can look at the cohort 1900 and for a person born 1950 we treat him as if he were 10 years younger.</p>
+</blockquote>
+<p>So, an age-shifted cohort life table just needs the base table and for each birth year the amount the age is modified.</p>
+<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">baseTableShift =<span class="st"> </span><span class="kw">getCohortTable</span>(atPlus2, <span class="dt">YOB=</span><span class="dv">2011</span>);
+baseTableShift@name =<span class="st"> &quot;Base table of the shift (YOB 2011)&quot;</span>
+
+atShifted =<span class="st"> </span><span class="kw">valuationTable.ageShift</span>(
+    <span class="dt">name =</span> <span class="st">&quot;Approximation with age shift&quot;</span>,
+    <span class="dt">baseYear =</span> <span class="dv">2011</span>,
+    <span class="dt">deathProbs =</span> <span class="kw">deathProbabilities</span>(baseTableShift),
+    <span class="dt">ages =</span> <span class="kw">ages</span>(baseTableShift),
+    <span class="dt">ageShifts =</span> <span class="kw">data.frame</span>(
+        <span class="dt">shifts =</span> <span class="kw">c</span>(
+            <span class="kw">rep</span>( <span class="dv">0</span>, <span class="dv">3</span>), 
+            <span class="kw">rep</span>(-<span class="dv">1</span>, <span class="dv">3</span>), 
+            <span class="kw">rep</span>(-<span class="dv">2</span>, <span class="dv">3</span>), 
+            <span class="kw">rep</span>(-<span class="dv">3</span>, <span class="dv">3</span>), 
+            <span class="kw">rep</span>(-<span class="dv">4</span>, <span class="dv">3</span>), 
+            <span class="kw">rep</span>(-<span class="dv">5</span>, <span class="dv">3</span>), 
+            <span class="kw">rep</span>(-<span class="dv">6</span>, <span class="dv">3</span>)
+        ),
+        <span class="dt">row.names =</span> <span class="dv">2011</span>:<span class="dv">2031</span>
+    )
+)
+
+<span class="kw">ageShift</span>(atShifted, <span class="dt">YOB=</span><span class="dv">2021</span>)
+<span class="co">#&gt; [1] -3</span>
+
+<span class="kw">plot</span>(baseTableShift, atPlus2, atShifted, <span class="dt">YOB=</span><span class="dv">2021</span>, <span class="dt">legend.position=</span><span class="kw">c</span>(<span class="fl">0.8</span>,<span class="fl">0.75</span>))</code></pre></div>
+<p><img src="data:image/png;base64,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" alt /><!-- --></p>
+<p>As one can see, for ages above 40 years, the table with 2% yearly trend and the corresponding age-shifted table have roughly the same mortalities. Below 40 years, the two are very different, so this approximation through age-shifting should really be used with extreme care!</p>
 </div>
 </div>
 <div id="modifying-life-table-objects" class="section level2">
@@ -368,14 +437,16 @@ b@modification =<span class="st"> </span>function(qx) <span class="kw">pmax</spa
 <span class="kw">plot</span>(AVOe2005R.female, b, <span class="dt">YOB=</span><span class="dv">2000</span>)</code></pre></div>
 <p><img 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" alt /><!-- --></p>
 </div>
-<div id="adding-a-modification-to-the-raw-probabilities" class="section level3">
-<h3>Adding a modification to the raw probabilities</h3>
-<p>Some uses require post-processing of the death probabilities, like adding a lower bound for the death probabilities. To achive this, all <code>valuationTable</code>-derived classes have a slot <code>modification</code> that takes a function that is passed the vector of death probabilities.</p>
-<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">lt.mod =<span class="st"> </span><span class="kw">valuationTable.period</span>(<span class="dt">name=</span><span class="st">&quot;Sample modified lifetable (lower bound of 3%)&quot;</span>, <span class="dt">ages=</span><span class="dv">1</span>:<span class="dv">99</span>, <span class="dt">deathProbs=</span><span class="kw">exp</span>(-(<span class="dv">99</span>:<span class="dv">1</span>)/<span class="dv">10</span>), <span class="dt">modification=</span>function (qx) <span class="kw">pmax</span>(<span class="fl">0.03</span>, qx))
-<span class="kw">plot</span>(lt, lt.mod, <span class="dt">title=</span><span class="st">&quot;Original and modified table&quot;</span>)</code></pre></div>
-<p><img src="data:image/png;base64,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" alt /><!-- --></p>
+<div id="adding-a-security-loading-to-the-raw-probabilities" class="section level3">
+<h3>Adding a security loading to the raw probabilities</h3>
+<p>When calculating premiums for life insurance contracts, one often needs to add a certain security loading on the raw death probabilities (e.g. 10% increased death probabilities) to account for statistical fluctuations. This can be easily done with the <code>setLoading</code> function that returns a copy of the given table and adds the given security loading.</p>
+<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">AVOe2005R.female.sec =<span class="st"> </span><span class="kw">setLoading</span>(AVOe2005R.female, <span class="dt">loading =</span> <span class="fl">0.1</span>);
+<span class="co"># Make sure the modified table has a new name, otherwise plots might break</span>
+AVOe2005R.female.sec@name =<span class="st"> &quot;Table with 10% loading&quot;</span>
+<span class="kw">plot</span>(AVOe2005R.female, AVOe2005R.female.sec, <span class="dt">title=</span><span class="st">&quot;Original and modified table&quot;</span>)</code></pre></div>
+<p><img 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" alt /><!-- --></p>
 </div>
-<div id="adding-a-modification-to-the-raw-probabilities-1" class="section level3">
+<div id="adding-a-modification-to-the-raw-probabilities" class="section level3">
 <h3>Adding a modification to the raw probabilities</h3>
 <p>Some uses require post-processing of the death probabilities, like adding a lower bound for the death probabilities. To achive this, all <code>valuationTable</code>-derived classes have a slot <code>modification</code> that takes a function that is passed the vector of death probabilities.</p>
 <div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">AVOe2005R.female.mod =<span class="st"> </span><span class="kw">setModification</span>(AVOe2005R.female, <span class="dt">modification=</span>function (qx) <span class="kw">pmax</span>(<span class="fl">0.03</span>, qx));