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@@ -12,7 +12,7 @@ resistance() should be used to calculate resistance, susceptibility() should be
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@@ -334,44 +334,63 @@ A microorganism is categorised as "Resistant" when there is a high likelihood of
<div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># example_isolates is a data set available in the AMR package.</span></span></span>
<span class="r-in"><span><span class="co"># run ?example_isolates for more info.</span></span></span>
<span class="r-in"><span><span class="va">example_isolates</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in .Call(Cchin, x, table):</span> NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 2,000 × 46</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> date patient age gender ward mo PEN OXA FLC AMX </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;date&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;mo&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span> <span style="color: #949494; font-style: italic;">&lt;sir&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> 2002-01-02 A77334 65 F Clinical B_ESCHR_COLI R NA NA NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> 2002-01-03 A77334 65 F Clinical B_ESCHR_COLI R NA NA NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> 2002-01-07 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> 2002-01-07 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> 2002-01-13 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> 2002-01-13 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> 2002-01-14 462729 78 M Clinical B_STPHY_AURS R NA S R </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> 2002-01-14 462729 78 M Clinical B_STPHY_AURS R NA S R </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> 2002-01-16 067927 45 F ICU B_STPHY_EPDR R NA R NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> 2002-01-17 858515 79 F ICU B_STPHY_EPDR R NA S NA </span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># ℹ 1,990 more rows</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># ℹ 36 more variables: AMC &lt;sir&gt;, AMP &lt;sir&gt;, TZP &lt;sir&gt;, CZO &lt;sir&gt;, FEP &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># CXM &lt;sir&gt;, FOX &lt;sir&gt;, CTX &lt;sir&gt;, CAZ &lt;sir&gt;, CRO &lt;sir&gt;, GEN &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># TOB &lt;sir&gt;, AMK &lt;sir&gt;, KAN &lt;sir&gt;, TMP &lt;sir&gt;, SXT &lt;sir&gt;, NIT &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># FOS &lt;sir&gt;, LNZ &lt;sir&gt;, CIP &lt;sir&gt;, MFX &lt;sir&gt;, VAN &lt;sir&gt;, TEC &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># TCY &lt;sir&gt;, TGC &lt;sir&gt;, DOX &lt;sir&gt;, ERY &lt;sir&gt;, CLI &lt;sir&gt;, AZM &lt;sir&gt;,</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># IPM &lt;sir&gt;, MEM &lt;sir&gt;, MTR &lt;sir&gt;, CHL &lt;sir&gt;, COL &lt;sir&gt;, MUP &lt;sir&gt;, …</span></span>
<span class="r-in"><span></span></span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co"># base R ------------------------------------------------------------</span></span></span>
<span class="r-in"><span><span class="co"># determines %R</span></span></span>
<span class="r-in"><span><span class="fu">resistance</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> in resistance(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5955556</span>
<span class="r-in"><span><span class="fu">sir_confidence_interval</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in .Call(Cchin, x, table):</span> NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5688204 0.6218738</span>
<span class="r-in"><span><span class="fu">sir_confidence_interval</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span>,</span></span>
<span class="r-in"><span> confidence_level <span class="op">=</span> <span class="fl">0.975</span></span></span>
<span class="r-in"><span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in .Call(Cchin, x, table):</span> NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5650148 0.6255670</span>
<span class="r-in"><span><span class="fu">sir_confidence_interval</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span>,</span></span>
<span class="r-in"><span> confidence_level <span class="op">=</span> <span class="fl">0.975</span>,</span></span>
<span class="r-in"><span> collapse <span class="op">=</span> <span class="st">", "</span></span></span>
<span class="r-in"><span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in .Call(Cchin, x, table):</span> NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] "0.565, 0.626"</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co"># determines %S+I:</span></span></span>
<span class="r-in"><span><span class="fu">susceptibility</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> in susceptibility(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.4044444</span>
<span class="r-in"><span><span class="fu">sir_confidence_interval</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span>,</span></span>
<span class="r-in"><span> ab_result <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"S"</span>, <span class="st">"I"</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in .Call(Cchin, x, table):</span> NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.3781262 0.4311796</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co"># be more specific</span></span></span>
<span class="r-in"><span><span class="fu">proportion_S</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> in proportion_S(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.4022222</span>
<span class="r-in"><span><span class="fu">proportion_SI</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> in proportion_SI(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.4044444</span>
<span class="r-in"><span><span class="fu">proportion_I</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> in proportion_I(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.002222222</span>
<span class="r-in"><span><span class="fu">proportion_IR</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> in proportion_IR(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5977778</span>
<span class="r-in"><span><span class="fu">proportion_R</span><span class="op">(</span><span class="va">example_isolates</span><span class="op">$</span><span class="va">AMX</span><span class="op">)</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error:</span> in proportion_R(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> [1] 0.5955556</span>
<span class="r-in"><span></span></span>
<span class="r-in"><span><span class="co"># dplyr -------------------------------------------------------------</span></span></span>
<span class="r-in"><span><span class="co"># \donttest{</span></span></span>
@@ -383,10 +402,12 @@ A microorganism is categorised as "Resistant" when there is a high likelihood of
<span class="r-in"><span> n <span class="op">=</span> <span class="fu"><a href="count.html">n_sir</a></span><span class="op">(</span><span class="va">CIP</span><span class="op">)</span></span></span>
<span class="r-in"><span> <span class="op">)</span> <span class="co"># n_sir works like n_distinct in dplyr, see ?n_sir</span></span></span>
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in summarise(., r = resistance(CIP), n = n_sir(CIP)):</span> <span style="color: #00BBBB;">ℹ</span> In argument: `r = resistance(CIP)`.</span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> In group 1: `ward = "Clinical"`.</span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="font-weight: bold;">Caused by error:</span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="color: #BBBB00;">!</span> in resistance(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 3 × 3</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> ward r n</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> Clinical 0.147 869</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU 0.190 447</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> Outpatient 0.161 93</span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span> <span class="va">example_isolates</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/group_by.html" class="external-link">group_by</a></span><span class="op">(</span><span class="va">ward</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
@@ -396,10 +417,12 @@ A microorganism is categorised as "Resistant" when there is a high likelihood of
<span class="r-in"><span> ci_max <span class="op">=</span> <span class="fu">sir_confidence_interval</span><span class="op">(</span><span class="va">CIP</span>, side <span class="op">=</span> <span class="st">"max"</span><span class="op">)</span>,</span></span>
<span class="r-in"><span> <span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in summarise(., cipro_R = resistance(CIP), ci_min = sir_confidence_interval(CIP, side = "min"), ci_max = sir_confidence_interval(CIP, side = "max"), ):</span> <span style="color: #00BBBB;">ℹ</span> In argument: `cipro_R = resistance(CIP)`.</span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> In group 1: `ward = "Clinical"`.</span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="font-weight: bold;">Caused by error:</span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="color: #BBBB00;">!</span> in resistance(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 3 × 4</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> ward cipro_R ci_min ci_max</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> Clinical 0.147 0.124 0.173</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU 0.190 0.155 0.230</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> Outpatient 0.161 0.093<span style="text-decoration: underline;">2</span> 0.252</span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span> <span class="co"># scoped dplyr verbs with antibiotic selectors</span></span></span>
<span class="r-in"><span> <span class="co"># (you could also use across() of course)</span></span></span>
@@ -410,7 +433,22 @@ A microorganism is categorised as "Resistant" when there is a high likelihood of
<span class="r-in"><span> <span class="va">resistance</span></span></span>
<span class="r-in"><span> <span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in .Call(Cchin, x, table):</span> NULL value passed as symbol address</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ For aminoglycosides() using columns 'GEN' (gentamicin), 'TOB'</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> (tobramycin), 'AMK' (amikacin), and 'KAN' (kanamycin)</span>
<span class="r-msg co"><span class="r-pr">#&gt;</span> ℹ For carbapenems() using columns 'IPM' (imipenem) and 'MEM' (meropenem)</span>
<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span class="warning">Warning: </span>There was 1 warning in `summarise()`.</span>
<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> In argument: `KAN = (function (..., minimum = 30, as_percent = FALSE,</span>
<span class="r-wrn co"><span class="r-pr">#&gt;</span> only_all_tested = FALSE) ...`.</span>
<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> In group 3: `ward = "Outpatient"`.</span>
<span class="r-wrn co"><span class="r-pr">#&gt;</span> Caused by warning:</span>
<span class="r-wrn co"><span class="r-pr">#&gt;</span> <span style="color: #BBBB00;">!</span> Introducing NA: only 23 results available for KAN in group: ward =</span>
<span class="r-wrn co"><span class="r-pr">#&gt;</span> "Outpatient" (minimum = 30).</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 3 × 7</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> ward GEN TOB AMK KAN IPM MEM</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">1</span> Clinical 0.229 0.315 0.626 1 0.049<span style="text-decoration: underline;">8</span> 0.045<span style="text-decoration: underline;">8</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">2</span> ICU 0.290 0.400 0.662 1 0.086<span style="text-decoration: underline;">2</span> 0.089<span style="text-decoration: underline;">4</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">3</span> Outpatient 0.2 0.368 0.605 <span style="color: #BB0000;">NA</span> 0.054<span style="text-decoration: underline;">1</span> 0.054<span style="text-decoration: underline;">1</span></span>
<span class="r-in"><span><span class="kw">if</span> <span class="op">(</span><span class="kw"><a href="https://rdrr.io/r/base/library.html" class="external-link">require</a></span><span class="op">(</span><span class="st"><a href="https://dplyr.tidyverse.org" class="external-link">"dplyr"</a></span><span class="op">)</span><span class="op">)</span> <span class="op">{</span></span></span>
<span class="r-in"><span> <span class="va">example_isolates</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/group_by.html" class="external-link">group_by</a></span><span class="op">(</span><span class="va">ward</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
@@ -473,10 +511,21 @@ A microorganism is categorised as "Resistant" when there is a high likelihood of
<span class="r-in"><span> <span class="fu"><a href="https://dplyr.tidyverse.org/reference/group_by.html" class="external-link">group_by</a></span><span class="op">(</span><span class="va">ward</span><span class="op">)</span> <span class="op"><a href="https://magrittr.tidyverse.org/reference/pipe.html" class="external-link">%&gt;%</a></span></span></span>
<span class="r-in"><span> <span class="fu">sir_df</span><span class="op">(</span>translate <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span></span></span>
<span class="r-in"><span><span class="op">}</span></span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span class="error">Error in summarise(., R = resistance(CIP, as_percent = TRUE), SI = susceptibility(CIP, as_percent = TRUE), n1 = count_all(CIP), n2 = n_sir(CIP), total = n()):</span> <span style="color: #00BBBB;">ℹ</span> In argument: `R = resistance(CIP, as_percent = TRUE)`.</span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="color: #00BBBB;">ℹ</span> In group 1: `ward = "Clinical"`.</span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="font-weight: bold;">Caused by error:</span></span>
<span class="r-err co"><span class="r-pr">#&gt;</span> <span style="color: #BBBB00;">!</span> in resistance(): NULL value passed as symbol address</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #949494;"># A tibble: 12 × 7</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> ward antibiotic interpretation value ci_min ci_max isolates</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">*</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;chr&gt;</span> <span style="color: #949494; font-style: italic;">&lt;ord&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;dbl&gt;</span> <span style="color: #949494; font-style: italic;">&lt;int&gt;</span></span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 1</span> Clinical AMX SI 0.423 0.389 0.457 357</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 2</span> Clinical AMX R 0.577 0.543 0.611 487</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 3</span> Clinical CIP SI 0.853 0.827 0.876 741</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 4</span> Clinical CIP R 0.147 0.124 0.173 128</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 5</span> ICU AMX SI 0.369 0.323 0.417 158</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 6</span> ICU AMX R 0.631 0.583 0.677 270</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 7</span> ICU CIP SI 0.810 0.770 0.845 362</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 8</span> ICU CIP R 0.190 0.155 0.230 85</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;"> 9</span> Outpatient AMX SI 0.397 0.288 0.515 31</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">10</span> Outpatient AMX R 0.603 0.485 0.712 47</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">11</span> Outpatient CIP SI 0.839 0.748 0.907 78</span>
<span class="r-out co"><span class="r-pr">#&gt;</span> <span style="color: #BCBCBC;">12</span> Outpatient CIP R 0.161 0.093<span style="text-decoration: underline;">2</span> 0.252 15</span>
<span class="r-in"><span><span class="co"># }</span></span></span>
</code></pre></div>
</div>