Data wrangling

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# Data wrangling

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# the `dplyr` package

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## the `dplyr` package

Functions are thought of as **verbs** that manipulate data frames

- `filter()`: pick rows by matching some criteria

- `slice()` pick rows using index(es)

- `select()`: select columns of a data frame by name

- `pull()`: grab a column as a vector

- `arrange()`: reorder the rows of a data frame

- `mutate()`: add new or change existing columns of the data frame (as functions of existing columns)

- `summarize()`: collapse many values down into a summary of the data frame

- ...

These can all be used with `group_by()` which changes the scope of function from entire dataset to group-by-group.

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## the `dplyr` package

Rules for functions:

- First argument is always a data frame
  
  - Subsequent arguments say what to do with that data frame

- Always return a data frame

- Don't modify in place
  
<br/>  
A note on piping and layering:

- The `%>%` operator in dplyr functions is called the "pipe operator". 
  
  - This means you "pipe" the output of the previous line of code as the first input of the next line of code.  
  
- The `+` operator in ggplot2 functions is used for "layering".  
  
  - This means you create the plot in layers, separated by `+`.  
  
---
## `filter()`

select a subset of the observations (horizontal selection):

`filter(.data, ...)`

specify constraints (as logical expression) to data in ...

all constraints are combined by logical and &

.left-third[

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      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]

.right-two-thirds[
.pull-left[
<style>html {
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}

#acpikkpyqv .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  background-color: #FFFFFF;
  /* table.background.color */
  width: auto;
  /* table.width */
  border-top-style: solid;
  /* table.border.top.style */
  border-top-width: 2px;
  /* table.border.top.width */
  border-top-color: #A8A8A8;
  /* table.border.top.color */
  border-bottom-style: solid;
  /* table.border.bottom.style */
  border-bottom-width: 2px;
  /* table.border.bottom.width */
  border-bottom-color: #A8A8A8;
  /* table.border.bottom.color */
}

#acpikkpyqv .gt_heading {
  background-color: #FFFFFF;
  /* heading.background.color */
  border-bottom-color: #FFFFFF;
}

#acpikkpyqv .gt_title {
  color: #333333;
  font-size: 125%;
  /* heading.title.font.size */
  padding-top: 4px;
  /* heading.top.padding - not yet used */
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#acpikkpyqv .gt_subtitle {
  color: #333333;
  font-size: 85%;
  /* heading.subtitle.font.size */
  padding-top: 0;
  padding-bottom: 4px;
  /* heading.bottom.padding - not yet used */
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#acpikkpyqv .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#acpikkpyqv .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#acpikkpyqv .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#acpikkpyqv .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#acpikkpyqv .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#acpikkpyqv .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#acpikkpyqv .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#acpikkpyqv .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#acpikkpyqv .gt_striped {
  background-color: #8080800D;
}

#acpikkpyqv .gt_from_md > :first-child {
  margin-top: 0;
}

#acpikkpyqv .gt_from_md > :last-child {
  margin-bottom: 0;
}

#acpikkpyqv .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#acpikkpyqv .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#acpikkpyqv .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#acpikkpyqv .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#acpikkpyqv .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#acpikkpyqv .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#acpikkpyqv .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
  border-bottom-style: solid;
  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#acpikkpyqv .gt_footnotes {
  border-top-style: solid;
  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
}

#acpikkpyqv .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
  margin: 0px;
  padding: 4px;
  /* footnote.padding */
}

#acpikkpyqv .gt_sourcenotes {
  border-top-style: solid;
  /* sourcenotes.border.top.style */
  border-top-width: 2px;
  /* sourcenotes.border.top.width */
  border-top-color: #D3D3D3;
  /* sourcenotes.border.top.color */
}

#acpikkpyqv .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
}

#acpikkpyqv .gt_center {
  text-align: center;
}

#acpikkpyqv .gt_left {
  text-align: left;
}

#acpikkpyqv .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#acpikkpyqv .gt_font_normal {
  font-weight: normal;
}

#acpikkpyqv .gt_font_bold {
  font-weight: bold;
}

#acpikkpyqv .gt_font_italic {
  font-style: italic;
}

#acpikkpyqv .gt_super {
  font-size: 65%;
}

#acpikkpyqv .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="acpikkpyqv" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
  </colgroup>
  
  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]

.pull-right[

#sldyqnevrg .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  background-color: #FFFFFF;
  /* table.background.color */
  width: auto;
  /* table.width */
  border-top-style: solid;
  /* table.border.top.style */
  border-top-width: 2px;
  /* table.border.top.width */
  border-top-color: #A8A8A8;
  /* table.border.top.color */
  border-bottom-style: solid;
  /* table.border.bottom.style */
  border-bottom-width: 2px;
  /* table.border.bottom.width */
  border-bottom-color: #A8A8A8;
  /* table.border.bottom.color */
}

#sldyqnevrg .gt_heading {
  background-color: #FFFFFF;
  /* heading.background.color */
  border-bottom-color: #FFFFFF;
}

#sldyqnevrg .gt_title {
  color: #333333;
  font-size: 125%;
  /* heading.title.font.size */
  padding-top: 4px;
  /* heading.top.padding - not yet used */
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#sldyqnevrg .gt_subtitle {
  color: #333333;
  font-size: 85%;
  /* heading.subtitle.font.size */
  padding-top: 0;
  padding-bottom: 4px;
  /* heading.bottom.padding - not yet used */
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#sldyqnevrg .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#sldyqnevrg .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#sldyqnevrg .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#sldyqnevrg .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#sldyqnevrg .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#sldyqnevrg .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#sldyqnevrg .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#sldyqnevrg .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#sldyqnevrg .gt_striped {
  background-color: #8080800D;
}

#sldyqnevrg .gt_from_md > :first-child {
  margin-top: 0;
}

#sldyqnevrg .gt_from_md > :last-child {
  margin-bottom: 0;
}

#sldyqnevrg .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#sldyqnevrg .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#sldyqnevrg .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#sldyqnevrg .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#sldyqnevrg .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#sldyqnevrg .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#sldyqnevrg .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
  border-bottom-style: solid;
  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#sldyqnevrg .gt_footnotes {
  border-top-style: solid;
  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
}

#sldyqnevrg .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
  margin: 0px;
  padding: 4px;
  /* footnote.padding */
}

#sldyqnevrg .gt_sourcenotes {
  border-top-style: solid;
  /* sourcenotes.border.top.style */
  border-top-width: 2px;
  /* sourcenotes.border.top.width */
  border-top-color: #D3D3D3;
  /* sourcenotes.border.top.color */
}

#sldyqnevrg .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
}

#sldyqnevrg .gt_center {
  text-align: center;
}

#sldyqnevrg .gt_left {
  text-align: left;
}

#sldyqnevrg .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#sldyqnevrg .gt_font_normal {
  font-weight: normal;
}

#sldyqnevrg .gt_font_bold {
  font-weight: bold;
}

#sldyqnevrg .gt_font_italic {
  font-style: italic;
}

#sldyqnevrg .gt_super {
  font-size: 65%;
}

#sldyqnevrg .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="sldyqnevrg" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
  </colgroup>
  
  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]]

.footnote[
Make sure to always call `library(dplyr)` before using `filter()`
]
---
## `filter()` EXAMPLE

From the `fbi` data, extract all burglaries in 2014:

```r
library(classdata)
library(dplyr)

fbi %>% 
  dplyr::filter(Type == "Burglary", Year == 2014) %>% 
  head()
```

```
##        State Abb Year Population     Type  Count Violent.crime
## 1    Alabama  AL 2014    4849377 Burglary  39715         FALSE
## 2     Alaska  AK 2014     736732 Burglary   3150         FALSE
## 3    Arizona  AZ 2014    6731484 Burglary  43562         FALSE
## 4   Arkansas  AR 2014    2966369 Burglary  24790         FALSE
## 5 California  CA 2014   38802500 Burglary 202670         FALSE
## 6   Colorado  CO 2014    5355866 Burglary  23472         FALSE
```

---
## `arrange()`

`arrange()` sorts a data set by the values in one or more variables

- successive variables break ties in previous ones

- `desc()` stands for descending, otherwise rows are sorted from smallest to largest

.left-third[

#bpkfbthhut .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  background-color: #FFFFFF;
  /* table.background.color */
  width: auto;
  /* table.width */
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  /* table.border.top.style */
  border-top-width: 2px;
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  border-bottom-style: solid;
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}

#bpkfbthhut .gt_heading {
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  /* heading.background.color */
  border-bottom-color: #FFFFFF;
}

#bpkfbthhut .gt_title {
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  /* heading.title.font.size */
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  /* heading.top.padding - not yet used */
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#bpkfbthhut .gt_subtitle {
  color: #333333;
  font-size: 85%;
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  /* heading.bottom.padding - not yet used */
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  border-top-width: 0;
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#bpkfbthhut .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#bpkfbthhut .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#bpkfbthhut .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#bpkfbthhut .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#bpkfbthhut .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#bpkfbthhut .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#bpkfbthhut .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
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  /* row_group.border.top.style */
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  /* row_group.border.top.width */
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  /* row_group.border.top.color */
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  /* row_group.border.bottom.width */
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  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#bpkfbthhut .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
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  /* row_group.border.top.style */
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  /* row_group.border.top.color */
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  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
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#bpkfbthhut .gt_striped {
  background-color: #8080800D;
}

#bpkfbthhut .gt_from_md > :first-child {
  margin-top: 0;
}

#bpkfbthhut .gt_from_md > :last-child {
  margin-bottom: 0;
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#bpkfbthhut .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#bpkfbthhut .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#bpkfbthhut .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#bpkfbthhut .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#bpkfbthhut .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#bpkfbthhut .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#bpkfbthhut .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
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  /* table_body.border.bottom.style */
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  /* table_body.border.bottom.width */
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  /* table_body.border.bottom.color */
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  /* footnotes.border.top.style */
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  /* footnotes.border.top.width */
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  /* footnotes.border.top.color */
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#bpkfbthhut .gt_footnote {
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  /* footnote.font.size */
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  /* sourcenotes.border.top.style */
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  /* sourcenotes.border.top.color */
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  /* sourcenote.font.size */
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  /* sourcenote.padding */
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#bpkfbthhut .gt_center {
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#bpkfbthhut .gt_left {
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#bpkfbthhut .gt_font_italic {
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#bpkfbthhut .gt_super {
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#bpkfbthhut .gt_footnote_marks {
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</style>
<div id="bpkfbthhut" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
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  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]

#jdzyadnxbs .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  background-color: #FFFFFF;
  /* table.background.color */
  width: auto;
  /* table.width */
  border-top-style: solid;
  /* table.border.top.style */
  border-top-width: 2px;
  /* table.border.top.width */
  border-top-color: #A8A8A8;
  /* table.border.top.color */
  border-bottom-style: solid;
  /* table.border.bottom.style */
  border-bottom-width: 2px;
  /* table.border.bottom.width */
  border-bottom-color: #A8A8A8;
  /* table.border.bottom.color */
}

#jdzyadnxbs .gt_heading {
  background-color: #FFFFFF;
  /* heading.background.color */
  border-bottom-color: #FFFFFF;
}

#jdzyadnxbs .gt_title {
  color: #333333;
  font-size: 125%;
  /* heading.title.font.size */
  padding-top: 4px;
  /* heading.top.padding - not yet used */
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#jdzyadnxbs .gt_subtitle {
  color: #333333;
  font-size: 85%;
  /* heading.subtitle.font.size */
  padding-top: 0;
  padding-bottom: 4px;
  /* heading.bottom.padding - not yet used */
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#jdzyadnxbs .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#jdzyadnxbs .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#jdzyadnxbs .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#jdzyadnxbs .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#jdzyadnxbs .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#jdzyadnxbs .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#jdzyadnxbs .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#jdzyadnxbs .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#jdzyadnxbs .gt_striped {
  background-color: #8080800D;
}

#jdzyadnxbs .gt_from_md > :first-child {
  margin-top: 0;
}

#jdzyadnxbs .gt_from_md > :last-child {
  margin-bottom: 0;
}

#jdzyadnxbs .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#jdzyadnxbs .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#jdzyadnxbs .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#jdzyadnxbs .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#jdzyadnxbs .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#jdzyadnxbs .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#jdzyadnxbs .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
  border-bottom-style: solid;
  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#jdzyadnxbs .gt_footnotes {
  border-top-style: solid;
  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
}

#jdzyadnxbs .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
  margin: 0px;
  padding: 4px;
  /* footnote.padding */
}

#jdzyadnxbs .gt_sourcenotes {
  border-top-style: solid;
  /* sourcenotes.border.top.style */
  border-top-width: 2px;
  /* sourcenotes.border.top.width */
  border-top-color: #D3D3D3;
  /* sourcenotes.border.top.color */
}

#jdzyadnxbs .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
}

#jdzyadnxbs .gt_center {
  text-align: center;
}

#jdzyadnxbs .gt_left {
  text-align: left;
}

#jdzyadnxbs .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#jdzyadnxbs .gt_font_normal {
  font-weight: normal;
}

#jdzyadnxbs .gt_font_bold {
  font-weight: bold;
}

#jdzyadnxbs .gt_font_italic {
  font-style: italic;
}

#jdzyadnxbs .gt_super {
  font-size: 65%;
}

#jdzyadnxbs .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="jdzyadnxbs" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
  </colgroup>
  
  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #00F5FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00F5FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00F5FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #C0FF3EFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #C0FF3EFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #C0FF3EFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #4876FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #4876FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #4876FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]

.pull-right[

#cjbpwbgqug .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  background-color: #FFFFFF;
  /* table.background.color */
  width: auto;
  /* table.width */
  border-top-style: solid;
  /* table.border.top.style */
  border-top-width: 2px;
  /* table.border.top.width */
  border-top-color: #A8A8A8;
  /* table.border.top.color */
  border-bottom-style: solid;
  /* table.border.bottom.style */
  border-bottom-width: 2px;
  /* table.border.bottom.width */
  border-bottom-color: #A8A8A8;
  /* table.border.bottom.color */
}

#cjbpwbgqug .gt_heading {
  background-color: #FFFFFF;
  /* heading.background.color */
  border-bottom-color: #FFFFFF;
}

#cjbpwbgqug .gt_title {
  color: #333333;
  font-size: 125%;
  /* heading.title.font.size */
  padding-top: 4px;
  /* heading.top.padding - not yet used */
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#cjbpwbgqug .gt_subtitle {
  color: #333333;
  font-size: 85%;
  /* heading.subtitle.font.size */
  padding-top: 0;
  padding-bottom: 4px;
  /* heading.bottom.padding - not yet used */
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#cjbpwbgqug .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#cjbpwbgqug .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#cjbpwbgqug .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#cjbpwbgqug .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#cjbpwbgqug .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#cjbpwbgqug .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#cjbpwbgqug .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#cjbpwbgqug .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#cjbpwbgqug .gt_striped {
  background-color: #8080800D;
}

#cjbpwbgqug .gt_from_md > :first-child {
  margin-top: 0;
}

#cjbpwbgqug .gt_from_md > :last-child {
  margin-bottom: 0;
}

#cjbpwbgqug .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#cjbpwbgqug .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#cjbpwbgqug .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#cjbpwbgqug .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#cjbpwbgqug .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#cjbpwbgqug .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#cjbpwbgqug .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
  border-bottom-style: solid;
  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#cjbpwbgqug .gt_footnotes {
  border-top-style: solid;
  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
}

#cjbpwbgqug .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
  margin: 0px;
  padding: 4px;
  /* footnote.padding */
}

#cjbpwbgqug .gt_sourcenotes {
  border-top-style: solid;
  /* sourcenotes.border.top.style */
  border-top-width: 2px;
  /* sourcenotes.border.top.width */
  border-top-color: #D3D3D3;
  /* sourcenotes.border.top.color */
}

#cjbpwbgqug .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
}

#cjbpwbgqug .gt_center {
  text-align: center;
}

#cjbpwbgqug .gt_left {
  text-align: left;
}

#cjbpwbgqug .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#cjbpwbgqug .gt_font_normal {
  font-weight: normal;
}

#cjbpwbgqug .gt_font_bold {
  font-weight: bold;
}

#cjbpwbgqug .gt_font_italic {
  font-style: italic;
}

#cjbpwbgqug .gt_super {
  font-size: 65%;
}

#cjbpwbgqug .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="cjbpwbgqug" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
  </colgroup>
  
  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #C0FF3EFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #C0FF3EFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #C0FF3EFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #B3EE3AFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #00F5FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00F5FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00F5FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00E5EEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #4876FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #4876FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #4876FFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #436EEEFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]]

---
## `arrange()` Example

```r
fbi %>% 
  arrange(desc(Year), Type, desc(Count)) %>% 
  head()
```

```
##        State Abb Year Population               Type  Count Violent.crime
## 1 California  CA 2017   39536653 Aggravated.assault 104454          TRUE
## 2      Texas  TX 2017   28304596 Aggravated.assault  76089          TRUE
## 3    Florida  FL 2017   20984400 Aggravated.assault  58031          TRUE
## 4   New York  NY 2017   19849399 Aggravated.assault  43819          TRUE
## 5  Tennessee  TN 2017    6715984 Aggravated.assault  32432          TRUE
## 6   Illinois  IL 2017   12802023 Aggravated.assault  32060          TRUE
```

---
## `select()`

Select specific variables of a data frame (vertical selection):

`select(.data, ...)`

specify all variables you want to keep

Variables can be selected by index, e.g. `1:5`, by name (don't use quotes), or using a selector function, such as `starts_with()`

Negative selection also works, e.g. `-1` (not the first variable)

.left-third[

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  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
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  /* heading.title.font.size */
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  font-size: 85%;
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#vnuclpcnhl .gt_bottom_border {
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  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#vnuclpcnhl .gt_column_spanner {
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  border-bottom-color: #D3D3D3;
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  padding-bottom: 4px;
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  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
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  /* column_labels.font.size */
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  margin: 10px;
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#vnuclpcnhl .gt_columns_bottom_border {
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  border-bottom-color: #D3D3D3;
}

#vnuclpcnhl .gt_sep_right {
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#vnuclpcnhl .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
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  border-top-style: solid;
  /* row_group.border.top.style */
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  /* row_group.border.top.color */
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  /* row_group.border.bottom.style */
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  /* row_group.border.bottom.width */
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  /* row_group.border.bottom.color */
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}

#vnuclpcnhl .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
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  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
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  /* row_group.border.bottom.color */
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#vnuclpcnhl .gt_striped {
  background-color: #8080800D;
}

#vnuclpcnhl .gt_from_md > :first-child {
  margin-top: 0;
}

#vnuclpcnhl .gt_from_md > :last-child {
  margin-bottom: 0;
}

#vnuclpcnhl .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#vnuclpcnhl .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#vnuclpcnhl .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#vnuclpcnhl .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
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  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#vnuclpcnhl .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#vnuclpcnhl .gt_first_grand_summary_row {
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}

#vnuclpcnhl .gt_table_body {
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  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
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  /* table_body.border.top.color */
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  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#vnuclpcnhl .gt_footnotes {
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  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
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#vnuclpcnhl .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
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  padding: 4px;
  /* footnote.padding */
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  /* sourcenotes.border.top.style */
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  /* sourcenotes.border.top.color */
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#vnuclpcnhl .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
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#vnuclpcnhl .gt_center {
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#vnuclpcnhl .gt_left {
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#vnuclpcnhl .gt_right {
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#vnuclpcnhl .gt_font_bold {
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#vnuclpcnhl .gt_font_italic {
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#vnuclpcnhl .gt_super {
  font-size: 65%;
}

#vnuclpcnhl .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="vnuclpcnhl" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
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  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
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  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]

#bwhsocargp .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  background-color: #FFFFFF;
  /* table.background.color */
  width: auto;
  /* table.width */
  border-top-style: solid;
  /* table.border.top.style */
  border-top-width: 2px;
  /* table.border.top.width */
  border-top-color: #A8A8A8;
  /* table.border.top.color */
  border-bottom-style: solid;
  /* table.border.bottom.style */
  border-bottom-width: 2px;
  /* table.border.bottom.width */
  border-bottom-color: #A8A8A8;
  /* table.border.bottom.color */
}

#bwhsocargp .gt_heading {
  background-color: #FFFFFF;
  /* heading.background.color */
  border-bottom-color: #FFFFFF;
}

#bwhsocargp .gt_title {
  color: #333333;
  font-size: 125%;
  /* heading.title.font.size */
  padding-top: 4px;
  /* heading.top.padding - not yet used */
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#bwhsocargp .gt_subtitle {
  color: #333333;
  font-size: 85%;
  /* heading.subtitle.font.size */
  padding-top: 0;
  padding-bottom: 4px;
  /* heading.bottom.padding - not yet used */
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#bwhsocargp .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#bwhsocargp .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#bwhsocargp .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#bwhsocargp .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#bwhsocargp .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#bwhsocargp .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#bwhsocargp .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#bwhsocargp .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#bwhsocargp .gt_striped {
  background-color: #8080800D;
}

#bwhsocargp .gt_from_md > :first-child {
  margin-top: 0;
}

#bwhsocargp .gt_from_md > :last-child {
  margin-bottom: 0;
}

#bwhsocargp .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#bwhsocargp .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#bwhsocargp .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#bwhsocargp .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#bwhsocargp .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#bwhsocargp .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#bwhsocargp .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
  border-bottom-style: solid;
  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#bwhsocargp .gt_footnotes {
  border-top-style: solid;
  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
}

#bwhsocargp .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
  margin: 0px;
  padding: 4px;
  /* footnote.padding */
}

#bwhsocargp .gt_sourcenotes {
  border-top-style: solid;
  /* sourcenotes.border.top.style */
  border-top-width: 2px;
  /* sourcenotes.border.top.width */
  border-top-color: #D3D3D3;
  /* sourcenotes.border.top.color */
}

#bwhsocargp .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
}

#bwhsocargp .gt_center {
  text-align: center;
}

#bwhsocargp .gt_left {
  text-align: left;
}

#bwhsocargp .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#bwhsocargp .gt_font_normal {
  font-weight: normal;
}

#bwhsocargp .gt_font_bold {
  font-weight: bold;
}

#bwhsocargp .gt_font_italic {
  font-style: italic;
}

#bwhsocargp .gt_super {
  font-size: 65%;
}

#bwhsocargp .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="bwhsocargp" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
  </colgroup>
  
  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]

.pull-right[

#rlsvikijsg .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  background-color: #FFFFFF;
  /* table.background.color */
  width: auto;
  /* table.width */
  border-top-style: solid;
  /* table.border.top.style */
  border-top-width: 2px;
  /* table.border.top.width */
  border-top-color: #A8A8A8;
  /* table.border.top.color */
  border-bottom-style: solid;
  /* table.border.bottom.style */
  border-bottom-width: 2px;
  /* table.border.bottom.width */
  border-bottom-color: #A8A8A8;
  /* table.border.bottom.color */
}

#rlsvikijsg .gt_heading {
  background-color: #FFFFFF;
  /* heading.background.color */
  border-bottom-color: #FFFFFF;
}

#rlsvikijsg .gt_title {
  color: #333333;
  font-size: 125%;
  /* heading.title.font.size */
  padding-top: 4px;
  /* heading.top.padding - not yet used */
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#rlsvikijsg .gt_subtitle {
  color: #333333;
  font-size: 85%;
  /* heading.subtitle.font.size */
  padding-top: 0;
  padding-bottom: 4px;
  /* heading.bottom.padding - not yet used */
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#rlsvikijsg .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#rlsvikijsg .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#rlsvikijsg .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#rlsvikijsg .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#rlsvikijsg .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#rlsvikijsg .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#rlsvikijsg .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#rlsvikijsg .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#rlsvikijsg .gt_striped {
  background-color: #8080800D;
}

#rlsvikijsg .gt_from_md > :first-child {
  margin-top: 0;
}

#rlsvikijsg .gt_from_md > :last-child {
  margin-bottom: 0;
}

#rlsvikijsg .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#rlsvikijsg .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#rlsvikijsg .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#rlsvikijsg .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#rlsvikijsg .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#rlsvikijsg .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#rlsvikijsg .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
  border-bottom-style: solid;
  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#rlsvikijsg .gt_footnotes {
  border-top-style: solid;
  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
}

#rlsvikijsg .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
  margin: 0px;
  padding: 4px;
  /* footnote.padding */
}

#rlsvikijsg .gt_sourcenotes {
  border-top-style: solid;
  /* sourcenotes.border.top.style */
  border-top-width: 2px;
  /* sourcenotes.border.top.width */
  border-top-color: #D3D3D3;
  /* sourcenotes.border.top.color */
}

#rlsvikijsg .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
}

#rlsvikijsg .gt_center {
  text-align: center;
}

#rlsvikijsg .gt_left {
  text-align: left;
}

#rlsvikijsg .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#rlsvikijsg .gt_font_normal {
  font-weight: normal;
}

#rlsvikijsg .gt_font_bold {
  font-weight: bold;
}

#rlsvikijsg .gt_font_italic {
  font-style: italic;
}

#rlsvikijsg .gt_super {
  font-size: 65%;
}

#rlsvikijsg .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="rlsvikijsg" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 120px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
  </colgroup>
  
  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
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]]

---
## `select()` EXAMPLE

Select `Type`, `Count`, `State`, and `Year` from the `fbi` data:

```r
fbi %>% 
  arrange(desc(Year), Type, desc(Count)) %>%
  select(Type, Count, State, Year) %>% head()
```

```
##                 Type  Count      State Year
## 1 Aggravated.assault 104454 California 2017
## 2 Aggravated.assault  76089      Texas 2017
## 3 Aggravated.assault  58031    Florida 2017
## 4 Aggravated.assault  43819   New York 2017
## 5 Aggravated.assault  32432  Tennessee 2017
## 6 Aggravated.assault  32060   Illinois 2017
```

---
background-image: url(https://github.com/allisonhorst/stats-illustrations/raw/master/rstats-artwork/dplyr_mutate.png)
background-size: 400px
background-position: 50% 100%
## `mutate()`

`mutate(.data, ...)`

Introduce new variables into the data set or transform/update old variables

multiple variables can be changed/introduced

`mutate()` works sequentially: variables introduced become available in following changes

---
## `mutate()` EXAMPLE

Introduce a variable Rate into the fbi data:

```r
fbi %>% 
  mutate(Rate = Count/Population*70000) %>% 
  head()
```

```
##     State Abb Year Population                                 Type Count Violent.crime     Rate
## 1 Alabama  AL 1961    3302000 Murder.and.nonnegligent.Manslaughter   427          TRUE 9.052090
## 2 Alabama  AL 1962    3358000 Murder.and.nonnegligent.Manslaughter   316          TRUE 6.587254
## 3 Alabama  AL 1963    3347000 Murder.and.nonnegligent.Manslaughter   340          TRUE 7.110846
## 4 Alabama  AL 1964    3407000 Murder.and.nonnegligent.Manslaughter   316          TRUE 6.492515
## 5 Alabama  AL 1965    3462000 Murder.and.nonnegligent.Manslaughter   395          TRUE 7.986713
## 6 Alabama  AL 1966    3517000 Murder.and.nonnegligent.Manslaughter   384          TRUE 7.642877
```

---
## `summarise()`

`summarize(.data, ...)`

summarize observations into a (set of) one-number statistic(s):

Creates a new dataset with 1 row and one column for each of the summary statistics

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]

---
## `summarise()` EXAMPLE

Calculate the mean and standard deviation of Crime rates in the `fbi` data

```r
fbi %>% 
    summarise(mean_rate = mean(Count/Population*70000, na.rm=TRUE), 
              sd_rate = sd(Count/Population*70000, na.rm = TRUE))
```

```
##   mean_rate  sd_rate
## 1  397.9617 612.8635
```

---
## `group_by()` & `summarise()`

Power combo!

for each combination of group levels, create one row of a (set of) one-number statistic(s)

The new dataset has one column for each of the summary statistics, and one row for each combination of grouping levels (multiplicative)

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  border-top-width: 0;
}

#vbftjrwqic .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#vbftjrwqic .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#vbftjrwqic .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#vbftjrwqic .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#vbftjrwqic .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#vbftjrwqic .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#vbftjrwqic .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#vbftjrwqic .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#vbftjrwqic .gt_striped {
  background-color: #8080800D;
}

#vbftjrwqic .gt_from_md > :first-child {
  margin-top: 0;
}

#vbftjrwqic .gt_from_md > :last-child {
  margin-bottom: 0;
}

#vbftjrwqic .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#vbftjrwqic .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#vbftjrwqic .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#vbftjrwqic .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#vbftjrwqic .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#vbftjrwqic .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#vbftjrwqic .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
  border-bottom-style: solid;
  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#vbftjrwqic .gt_footnotes {
  border-top-style: solid;
  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
}

#vbftjrwqic .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
  margin: 0px;
  padding: 4px;
  /* footnote.padding */
}

#vbftjrwqic .gt_sourcenotes {
  border-top-style: solid;
  /* sourcenotes.border.top.style */
  border-top-width: 2px;
  /* sourcenotes.border.top.width */
  border-top-color: #D3D3D3;
  /* sourcenotes.border.top.color */
}

#vbftjrwqic .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
}

#vbftjrwqic .gt_center {
  text-align: center;
}

#vbftjrwqic .gt_left {
  text-align: left;
}

#vbftjrwqic .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#vbftjrwqic .gt_font_normal {
  font-weight: normal;
}

#vbftjrwqic .gt_font_bold {
  font-weight: bold;
}

#vbftjrwqic .gt_font_italic {
  font-style: italic;
}

#vbftjrwqic .gt_super {
  font-size: 65%;
}

#vbftjrwqic .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="vbftjrwqic" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
  </colgroup>
  
  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #FFFFFFFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]

#nulabpeolm .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  background-color: #FFFFFF;
  /* table.background.color */
  width: auto;
  /* table.width */
  border-top-style: solid;
  /* table.border.top.style */
  border-top-width: 2px;
  /* table.border.top.width */
  border-top-color: #A8A8A8;
  /* table.border.top.color */
  border-bottom-style: solid;
  /* table.border.bottom.style */
  border-bottom-width: 2px;
  /* table.border.bottom.width */
  border-bottom-color: #A8A8A8;
  /* table.border.bottom.color */
}

#nulabpeolm .gt_heading {
  background-color: #FFFFFF;
  /* heading.background.color */
  border-bottom-color: #FFFFFF;
}

#nulabpeolm .gt_title {
  color: #333333;
  font-size: 125%;
  /* heading.title.font.size */
  padding-top: 4px;
  /* heading.top.padding - not yet used */
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#nulabpeolm .gt_subtitle {
  color: #333333;
  font-size: 85%;
  /* heading.subtitle.font.size */
  padding-top: 0;
  padding-bottom: 4px;
  /* heading.bottom.padding - not yet used */
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#nulabpeolm .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#nulabpeolm .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#nulabpeolm .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#nulabpeolm .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#nulabpeolm .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#nulabpeolm .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#nulabpeolm .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#nulabpeolm .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#nulabpeolm .gt_striped {
  background-color: #8080800D;
}

#nulabpeolm .gt_from_md > :first-child {
  margin-top: 0;
}

#nulabpeolm .gt_from_md > :last-child {
  margin-bottom: 0;
}

#nulabpeolm .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#nulabpeolm .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#nulabpeolm .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#nulabpeolm .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#nulabpeolm .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#nulabpeolm .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#nulabpeolm .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
  border-bottom-style: solid;
  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#nulabpeolm .gt_footnotes {
  border-top-style: solid;
  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
}

#nulabpeolm .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
  margin: 0px;
  padding: 4px;
  /* footnote.padding */
}

#nulabpeolm .gt_sourcenotes {
  border-top-style: solid;
  /* sourcenotes.border.top.style */
  border-top-width: 2px;
  /* sourcenotes.border.top.width */
  border-top-color: #D3D3D3;
  /* sourcenotes.border.top.color */
}

#nulabpeolm .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
}

#nulabpeolm .gt_center {
  text-align: center;
}

#nulabpeolm .gt_left {
  text-align: left;
}

#nulabpeolm .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#nulabpeolm .gt_font_normal {
  font-weight: normal;
}

#nulabpeolm .gt_font_bold {
  font-weight: bold;
}

#nulabpeolm .gt_font_italic {
  font-style: italic;
}

#nulabpeolm .gt_super {
  font-size: 65%;
}

#nulabpeolm .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="nulabpeolm" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
  </colgroup>
  
  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;">  </td>
      <td class="gt_row gt_left" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]

.pull-right[

#sxebjwowzx .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  background-color: #FFFFFF;
  /* table.background.color */
  width: auto;
  /* table.width */
  border-top-style: solid;
  /* table.border.top.style */
  border-top-width: 2px;
  /* table.border.top.width */
  border-top-color: #A8A8A8;
  /* table.border.top.color */
  border-bottom-style: solid;
  /* table.border.bottom.style */
  border-bottom-width: 2px;
  /* table.border.bottom.width */
  border-bottom-color: #A8A8A8;
  /* table.border.bottom.color */
}

#sxebjwowzx .gt_heading {
  background-color: #FFFFFF;
  /* heading.background.color */
  border-bottom-color: #FFFFFF;
}

#sxebjwowzx .gt_title {
  color: #333333;
  font-size: 125%;
  /* heading.title.font.size */
  padding-top: 4px;
  /* heading.top.padding - not yet used */
  padding-bottom: 4px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#sxebjwowzx .gt_subtitle {
  color: #333333;
  font-size: 85%;
  /* heading.subtitle.font.size */
  padding-top: 0;
  padding-bottom: 4px;
  /* heading.bottom.padding - not yet used */
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#sxebjwowzx .gt_bottom_border {
  border-bottom-style: solid;
  /* heading.border.bottom.style */
  border-bottom-width: 2px;
  /* heading.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* heading.border.bottom.color */
}

#sxebjwowzx .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  padding-top: 4px;
  padding-bottom: 4px;
}

#sxebjwowzx .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  /* column_labels.background.color */
  font-size: 16px;
  /* column_labels.font.size */
  font-weight: initial;
  /* column_labels.font.weight */
  vertical-align: middle;
  padding: 5px;
  margin: 10px;
  overflow-x: hidden;
}

#sxebjwowzx .gt_columns_top_border {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#sxebjwowzx .gt_columns_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#sxebjwowzx .gt_sep_right {
  border-right: 5px solid #FFFFFF;
}

#sxebjwowzx .gt_group_heading {
  padding: 8px;
  /* row_group.padding */
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#sxebjwowzx .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  /* row_group.background.color */
  font-size: 16px;
  /* row_group.font.size */
  font-weight: initial;
  /* row_group.font.weight */
  border-top-style: solid;
  /* row_group.border.top.style */
  border-top-width: 2px;
  /* row_group.border.top.width */
  border-top-color: #D3D3D3;
  /* row_group.border.top.color */
  border-bottom-style: solid;
  /* row_group.border.bottom.style */
  border-bottom-width: 2px;
  /* row_group.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* row_group.border.bottom.color */
  vertical-align: middle;
}

#sxebjwowzx .gt_striped {
  background-color: #8080800D;
}

#sxebjwowzx .gt_from_md > :first-child {
  margin-top: 0;
}

#sxebjwowzx .gt_from_md > :last-child {
  margin-bottom: 0;
}

#sxebjwowzx .gt_row {
  padding: 8px;
  /* row.padding */
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#sxebjwowzx .gt_stub {
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#sxebjwowzx .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* summary_row.background.color */
  padding: 8px;
  /* summary_row.padding */
  text-transform: inherit;
  /* summary_row.text_transform */
}

#sxebjwowzx .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  /* grand_summary_row.background.color */
  padding: 8px;
  /* grand_summary_row.padding */
  text-transform: inherit;
  /* grand_summary_row.text_transform */
}

#sxebjwowzx .gt_first_summary_row {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#sxebjwowzx .gt_first_grand_summary_row {
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#sxebjwowzx .gt_table_body {
  border-top-style: solid;
  /* table_body.border.top.style */
  border-top-width: 2px;
  /* table_body.border.top.width */
  border-top-color: #D3D3D3;
  /* table_body.border.top.color */
  border-bottom-style: solid;
  /* table_body.border.bottom.style */
  border-bottom-width: 2px;
  /* table_body.border.bottom.width */
  border-bottom-color: #D3D3D3;
  /* table_body.border.bottom.color */
}

#sxebjwowzx .gt_footnotes {
  border-top-style: solid;
  /* footnotes.border.top.style */
  border-top-width: 2px;
  /* footnotes.border.top.width */
  border-top-color: #D3D3D3;
  /* footnotes.border.top.color */
}

#sxebjwowzx .gt_footnote {
  font-size: 90%;
  /* footnote.font.size */
  margin: 0px;
  padding: 4px;
  /* footnote.padding */
}

#sxebjwowzx .gt_sourcenotes {
  border-top-style: solid;
  /* sourcenotes.border.top.style */
  border-top-width: 2px;
  /* sourcenotes.border.top.width */
  border-top-color: #D3D3D3;
  /* sourcenotes.border.top.color */
}

#sxebjwowzx .gt_sourcenote {
  font-size: 90%;
  /* sourcenote.font.size */
  padding: 4px;
  /* sourcenote.padding */
}

#sxebjwowzx .gt_center {
  text-align: center;
}

#sxebjwowzx .gt_left {
  text-align: left;
}

#sxebjwowzx .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#sxebjwowzx .gt_font_normal {
  font-weight: normal;
}

#sxebjwowzx .gt_font_bold {
  font-weight: bold;
}

#sxebjwowzx .gt_font_italic {
  font-style: italic;
}

#sxebjwowzx .gt_super {
  font-size: 65%;
}

#sxebjwowzx .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="sxebjwowzx" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed; width: 180px">
  <colgroup>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
    <col style="width: 60px"/>
  </colgroup>
  
  <tr>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1"> </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">  </th>
    <th class="gt_col_heading gt_columns_bottom_border gt_columns_top_border gt_left" rowspan="1" colspan="1">   </th>
  </tr>
  <body class="gt_table_body">
    <tr>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #9ACD32FF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left gt_striped" style="background-color: #00C5CDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
    <tr>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
      <td class="gt_row gt_left" style="background-color: #3A5FCDFF; border-left-width: 1px; border-left-style: solid; border-left-color: #e6e6e6; border-right-width: 1px; border-right-style: solid; border-right-color: #e6e6e6; border-top-width: 1px; border-top-style: solid; border-top-color: #e6e6e6; border-bottom-width: 1px; border-bottom-style: solid; border-bottom-color: #e6e6e6;"> </td>
    </tr>
  </body>
  
  
</table></div>
]]

---
## `group_by()` & `summarise()` example

For each type of crime, calculate average crime rate and standard deviation.

```r
fbi %>%
    group_by(Type) %>%
    summarise(mean_rate = mean(Count/Population*70000, na.rm=TRUE), 
              sd_rate = sd(Count/Population*70000, na.rm = TRUE))
```

```
## # A tibble: 8 x 3
##   Type                                 mean_rate sd_rate
##   <fct>                                    <dbl>   <dbl>
## 1 Aggravated.assault                      167.    113.  
## 2 Burglary                                630.    311.  
## 3 Larceny.theft                          1657.    626.  
## 4 Legacy.rape                              20.2    10.8 
## 5 Motor.vehicle.theft                     244.    158.  
## 6 Murder.and.nonnegligent.Manslaughter      4.60    4.23
## 7 Rape                                     29.6    12.3 
## 8 Robbery                                  88.5   103.
```

---
class: inverse, center, middle
# Let's put these <br>tools to use

---
## French fries data

```r
data(french_fries, package="reshape2")
```

- data from sensory experiment conducted at Iowa State University in 2004

- investigators were interested in comparing effects of three different fryer oils on taste of fries

```r
french_fries %>% 
  head()
```

```
##    time treatment subject rep potato buttery grassy rancid painty
## 61    1         1       3   1    2.9     0.0    0.0    0.0    5.5
## 25    1         1       3   2   14.0     0.0    0.0    1.1    0.0
## 62    1         1      10   1   11.0     6.4    0.0    0.0    0.0
## 26    1         1      10   2    9.9     5.9    2.9    2.2    0.0
## 63    1         1      15   1    1.2     0.1    0.0    1.1    5.1
## 27    1         1      15   2    8.8     3.0    3.6    1.5    2.3
```

---
## Did the french fries taste worse over time?

How do we define 'tasting well'?

- Higher values of potato-y and buttery, lower values of grassy, rancid, painty

- Compute averages of these scales for each time point

- combination of `group_by` and `summarise`

---
## Did the french fries taste worse over time? (2)

```r
french_fries %>% group_by(time) %>% 
  summarise(
    m.potato = mean(potato, na.rm=TRUE),
    m.buttery = mean(buttery, na.rm=TRUE),
    m.grassy = mean(grassy, na.rm=TRUE),
    m.rancid = mean(rancid, na.rm=TRUE),
    m.painty = mean(painty, na.rm=TRUE)
  ) %>% 
  head()
```

```
## # A tibble: 6 x 6
##   time  m.potato m.buttery m.grassy m.rancid m.painty
##   <fct>    <dbl>     <dbl>    <dbl>    <dbl>    <dbl>
## 1 1         8.56      2.24    0.942     2.36     1.65
## 2 2         8.06      2.72    1.18      2.85     1.44
## 3 3         7.80      2.10    0.75      3.72     1.31
## 4 4         7.71      1.80    0.742     3.60     1.37
## 5 5         7.33      1.64    0.635     3.53     2.02
## 6 6         6.67      1.75    0.674     4.08     2.34
```

---
## Did the french fries taste worse over time? (3)

```r
avgs %>% 
  ggplot(aes(x = time)) + 
  geom_point(aes(y = m.potato)) +
  geom_point(shape=2, aes(y=m.rancid)) + 
  ylab("Average")
```

![](01_dplyr_files/figure-html/unnamed-chunk-35-1.png)

---
class: yourturn
# Your turn

For this your turn use the `french_fries` data from the `reshape2` package: `data(french_fries, package="reshape2")`

- Do ratings of potato-y show a difference between the different oils over time?

- Draw a plot of the average potato-y rating by time, color by treatment.

- How does this plot look like for the rancid rating?

---
class: yourturn
# Your turn

For this your turn use the `french_fries` data from the `reshape2` package: `data(french_fries, package="reshape2")`

- How much consistency do we see between ratings? For buttery and rancid ratings find the mean and the absolute difference between the two replicates (for each subject, each treatment and each time point). Use `dplyr` functions to find this summary dataset.

- Are ratings more different between the two scales? What would you need to draw a side-by-side boxplot of the two ratings? Describe in words.

- Are some subjects in the study more consistent than others?  Show the variability in the potato-y ratings by subjects. Order subjects from least variability to most.

---
class: yourturn
# Your turn

For this your turn use the `french_fries` data from the `reshape2` package: `data(french_fries, package="reshape2")`

For each subject, determine how many records are missing (either absent or NA).

Expand on the above summary of missing values by taking time into account. Plot the result: plot number of missing values by week, facet by subject. Is the result surprising?

---
## Resources

- reference/document: http://dplyr.tidyverse.org/reference/

- RStudio cheat sheet for [dplyr](https://github.com/rstudio/cheatsheets/raw/master/data-transformation.pdf)

- Artwork by [@allison_horst](https://twitter.com/allison_horst?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor)

- https://datasciencebox.org/