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<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(ggplot2)
<span class="kw">library</span>(dplyr)
n_fams =<span class="st"> </span><span class="dv">10000</span>
nr.siblings =<span class="st"> </span><span class="kw">rpois</span>(n_fams, <span class="dv">2</span>)
id_fam =<span class="st"> </span><span class="kw">rep</span>(<span class="dv">1</span>:n_fams, <span class="dt">times =</span> nr.siblings)
siblings =<span class="st"> </span><span class="kw">rep</span>(nr.siblings, <span class="dt">times =</span> nr.siblings)
pat_age_first_birth =<span class="st"> </span><span class="kw">rep</span>(<span class="kw">rnorm</span>(n_fams, <span class="dt">mean =</span> <span class="dv">29</span>), <span class="dt">times =</span> nr.siblings)
simdat =<span class="st"> </span><span class="kw">data.frame</span>(<span class="dt">id_fam =</span> id_fam, <span class="dt">nr.siblings =</span> siblings, <span class="dt">pat_age_first_birth =</span> pat_age_first_birth)
simdat =<span class="st"> </span>simdat %>%<span class="st"> </span><span class="kw">group_by</span>(id_fam) %>%<span class="st"> </span>
<span class="st"> </span><span class="kw">mutate</span>(<span class="dt">birthorder =</span> <span class="kw">row_number</span>(),
<span class="dt">pat_age =</span> pat_age_first_birth +<span class="st"> </span><span class="kw">sort</span>(<span class="kw">rnorm</span>(<span class="kw">n</span>(),<span class="dt">mean =</span> <span class="dv">8</span>)))
<span class="kw">qplot</span>(simdat$pat_age)
<span class="kw">qplot</span>(simdat$nr.siblings, simdat$birthorder)
simdat =<span class="st"> </span>simdat %>%<span class="st"> </span><span class="kw">ungroup</span>() %>%<span class="st"> </span><span class="kw">mutate</span>(
<span class="dt">outcome =</span> <span class="kw">rnorm</span>(<span class="kw">n</span>()) +<span class="st"> </span>nr.siblings/<span class="dv">10</span>
)
<span class="kw">summary</span>(<span class="kw">lm</span>(outcome ~<span class="st"> </span>nr.siblings, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lm</span>(outcome ~<span class="st"> </span>birthorder, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lm</span>(outcome ~<span class="st"> </span>pat_age, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lm</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>birthorder, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lm</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>birthorder +<span class="st"> </span>nr.siblings, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lm</span>(outcome ~<span class="st"> </span>birthorder +<span class="st"> </span>nr.siblings, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lm</span>(outcome ~<span class="st"> </span>birthorder *<span class="st"> </span>nr.siblings, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lm</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>birthorder *<span class="st"> </span>nr.siblings, <span class="dt">dat =</span> simdat))
<span class="kw">library</span>(lme4)
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>nr.siblings +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>birthorder +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>birthorder +<span class="st"> </span>nr.siblings +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>birthorder *<span class="st"> </span>nr.siblings +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>birthorder +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>birthorder +<span class="st"> </span>nr.siblings +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>birthorder +<span class="st"> </span>nr.siblings +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>birthorder *<span class="st"> </span>nr.siblings +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">lmer</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>birthorder *<span class="st"> </span>nr.siblings +<span class="st"> </span>(<span class="dv">1</span>|id_fam), <span class="dt">dat =</span> simdat))
<span class="kw">library</span>(lfe)
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span><span class="dv">1</span> |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span><span class="dv">1</span> +<span class="st"> </span>nr.siblings |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span>birthorder |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span>birthorder +<span class="st"> </span>nr.siblings |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span>birthorder *<span class="st"> </span>nr.siblings |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span>pat_age |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>birthorder |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>birthorder +<span class="st"> </span>nr.siblings |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span>birthorder +<span class="st"> </span>nr.siblings |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span>birthorder *<span class="st"> </span>nr.siblings |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))
<span class="kw">summary</span>(<span class="kw">felm</span>(outcome ~<span class="st"> </span>pat_age +<span class="st"> </span>birthorder *<span class="st"> </span>nr.siblings |<span class="st"> </span>id_fam, <span class="dt">dat =</span> simdat))</code></pre></div>
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