forecasting—function to perform time series analysis and return the results to the user.
Forecasting.Rdforecasting—function to perform time series analysis and return the results to the user.
Arguments
- time_series_data
a time series
- train_amount
The amount to use for the training set, such as 0.60
- number_of_intervals_to_forecast
the number of intervals, such as months or weeks, that are going to be forecast
- use_parallel
"Y" or "N" for parallel processing
- time_interval
user states whether the time interval is quarterly, monthly or weekly.
Value
A series of summary reports and visualizations to fully describe the time series: Forecast accuracy, forecast numbers, forecast plot, innovation residuals,
best autocorrelation function (ACF), plot of best histogram of residuals, plot of best actual vs predicted, plot of best actual vs trend
plot of best actual vs seasonally adjusted
Examples
Forecasting(time_series_data = Oct_2024_all_nonfarm,
train_amount = 0.60,
number_of_intervals_to_forecast = 1,
use_parallel = "Y",
time_interval = "M")
#> $`Plot of value`
#>
#> $`Plot of individual periods`
#>
#> $`Head of the data`
#> <div id="mwlefoodfi" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#mwlefoodfi table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #mwlefoodfi thead, #mwlefoodfi tbody, #mwlefoodfi tfoot, #mwlefoodfi tr, #mwlefoodfi td, #mwlefoodfi th {
#> border-style: none;
#> }
#>
#> #mwlefoodfi p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #mwlefoodfi .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #mwlefoodfi .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #mwlefoodfi .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #mwlefoodfi .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #mwlefoodfi .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #mwlefoodfi .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #mwlefoodfi .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #mwlefoodfi .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 5px;
#> overflow-x: hidden;
#> display: inline-block;
#> width: 100%;
#> }
#>
#> #mwlefoodfi .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #mwlefoodfi .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> text-align: left;
#> }
#>
#> #mwlefoodfi .gt_empty_group_heading {
#> padding: 0.5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: middle;
#> }
#>
#> #mwlefoodfi .gt_from_md > :first-child {
#> margin-top: 0;
#> }
#>
#> #mwlefoodfi .gt_from_md > :last-child {
#> margin-bottom: 0;
#> }
#>
#> #mwlefoodfi .gt_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> margin: 10px;
#> border-top-style: solid;
#> border-top-width: 1px;
#> border-top-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> overflow-x: hidden;
#> }
#>
#> #mwlefoodfi .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #mwlefoodfi .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> vertical-align: top;
#> }
#>
#> #mwlefoodfi .gt_row_group_first td {
#> border-top-width: 2px;
#> }
#>
#> #mwlefoodfi .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
#> #mwlefoodfi .gt_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #mwlefoodfi .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #mwlefoodfi .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #mwlefoodfi .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #mwlefoodfi .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #mwlefoodfi .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #mwlefoodfi .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #mwlefoodfi .gt_left {
#> text-align: left;
#> }
#>
#> #mwlefoodfi .gt_center {
#> text-align: center;
#> }
#>
#> #mwlefoodfi .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #mwlefoodfi .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #mwlefoodfi .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #mwlefoodfi .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #mwlefoodfi .gt_super {
#> font-size: 65%;
#> }
#>
#> #mwlefoodfi .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
#> }
#>
#> #mwlefoodfi .gt_asterisk {
#> font-size: 100%;
#> vertical-align: 0;
#> }
#>
#> #mwlefoodfi .gt_indent_1 {
#> text-indent: 5px;
#> }
#>
#> #mwlefoodfi .gt_indent_2 {
#> text-indent: 10px;
#> }
#>
#> #mwlefoodfi .gt_indent_3 {
#> text-indent: 15px;
#> }
#>
#> #mwlefoodfi .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #mwlefoodfi .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #mwlefoodfi .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #mwlefoodfi div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Head (beginning) of total value data set</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="Period">Period</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Value">Value</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Period" class="gt_row gt_center">2015 Feb</td>
#> <td headers="Value" class="gt_row gt_right">140,831</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Mar</td>
#> <td headers="Value" class="gt_row gt_right">140,925</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Apr</td>
#> <td headers="Value" class="gt_row gt_right">141,202</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 May</td>
#> <td headers="Value" class="gt_row gt_right">141,539</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Jun</td>
#> <td headers="Value" class="gt_row gt_right">141,695</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Jul</td>
#> <td headers="Value" class="gt_row gt_right">141,989</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Tail of the data`
#> <div id="eexombwkke" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#eexombwkke table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #eexombwkke thead, #eexombwkke tbody, #eexombwkke tfoot, #eexombwkke tr, #eexombwkke td, #eexombwkke th {
#> border-style: none;
#> }
#>
#> #eexombwkke p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #eexombwkke .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #eexombwkke .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #eexombwkke .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #eexombwkke .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #eexombwkke .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #eexombwkke .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #eexombwkke .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #eexombwkke .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #eexombwkke .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #eexombwkke .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #eexombwkke .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #eexombwkke .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 5px;
#> overflow-x: hidden;
#> display: inline-block;
#> width: 100%;
#> }
#>
#> #eexombwkke .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #eexombwkke .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> text-align: left;
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#>
#> #eexombwkke .gt_empty_group_heading {
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#>
#> #eexombwkke .gt_from_md > :first-child {
#> margin-top: 0;
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#>
#> #eexombwkke .gt_from_md > :last-child {
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#>
#> #eexombwkke .gt_row {
#> padding-top: 8px;
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#> padding-left: 5px;
#> padding-right: 5px;
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#> border-top-color: #D3D3D3;
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#> border-left-color: #D3D3D3;
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#> border-right-width: 1px;
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#>
#> #eexombwkke .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
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#> padding-right: 5px;
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#>
#> #eexombwkke .gt_stub_row_group {
#> color: #333333;
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#> #eexombwkke .gt_first_grand_summary_row {
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#> #eexombwkke .gt_font_normal {
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#> #eexombwkke .gt_font_bold {
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#>
#> #eexombwkke .gt_indent_1 {
#> text-indent: 5px;
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#> #eexombwkke .gt_indent_2 {
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#> #eexombwkke .gt_indent_3 {
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#>
#> #eexombwkke .gt_indent_4 {
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#>
#> #eexombwkke .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #eexombwkke .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #eexombwkke div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Tail (most recent) of total value data set</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="Period">Period</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Value">Value</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Period" class="gt_row gt_center">2024 May</td>
#> <td headers="Value" class="gt_row gt_right">158,430</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Jun</td>
#> <td headers="Value" class="gt_row gt_right">158,548</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Jul</td>
#> <td headers="Value" class="gt_row gt_right">158,692</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Aug</td>
#> <td headers="Value" class="gt_row gt_right">158,770</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Sep</td>
#> <td headers="Value" class="gt_row gt_right">158,993</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Oct</td>
#> <td headers="Value" class="gt_row gt_right">159,005</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Plot of trend`
#>
#> $`Plot of seasonally adjusted`
#>
#> $`Plot of decomposition`
#>
#> $`Plot of anomalies`
#>
#> $`Plot of subseasons`
#>
#> $`Plot of multiple lags`
#>
#> $`All time series features`
#> <div id="ulbfdpbcyv" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#ulbfdpbcyv table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #ulbfdpbcyv thead, #ulbfdpbcyv tbody, #ulbfdpbcyv tfoot, #ulbfdpbcyv tr, #ulbfdpbcyv td, #ulbfdpbcyv th {
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#>
#> #ulbfdpbcyv p {
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#>
#> #ulbfdpbcyv .gt_table {
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#> line-height: normal;
#> margin-left: auto;
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#> color: #333333;
#> font-size: 16px;
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#> border-bottom-style: solid;
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#> border-left-color: #D3D3D3;
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#>
#> #ulbfdpbcyv .gt_caption {
#> padding-top: 4px;
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#> color: #333333;
#> font-size: 125%;
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#> padding-left: 5px;
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#>
#> #ulbfdpbcyv .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
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#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
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#>
#> #ulbfdpbcyv .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
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#> #ulbfdpbcyv .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
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#> border-bottom-width: 2px;
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#> border-right-color: #D3D3D3;
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#>
#> #ulbfdpbcyv .gt_col_heading {
#> color: #333333;
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#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
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#>
#> #ulbfdpbcyv .gt_column_spanner_outer {
#> color: #333333;
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#> font-size: 100%;
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#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
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#>
#> #ulbfdpbcyv .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #ulbfdpbcyv .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #ulbfdpbcyv .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
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#>
#> #ulbfdpbcyv .gt_spanner_row {
#> border-bottom-style: hidden;
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#>
#> #ulbfdpbcyv .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
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#> #ulbfdpbcyv .gt_from_md > :first-child {
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#> }
#>
#> #ulbfdpbcyv .gt_from_md > :last-child {
#> margin-bottom: 0;
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#>
#> #ulbfdpbcyv .gt_row {
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#> padding-left: 5px;
#> padding-right: 5px;
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#> border-top-style: solid;
#> border-top-width: 1px;
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#> border-right-color: #D3D3D3;
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#> #ulbfdpbcyv .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
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#>
#> #ulbfdpbcyv .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
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#> padding-left: 5px;
#> padding-right: 5px;
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#>
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#> border-top-width: 2px;
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#>
#> #ulbfdpbcyv .gt_row_group_first th {
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#>
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#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
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#>
#> #ulbfdpbcyv .gt_first_summary_row.thick {
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#> padding-bottom: 8px;
#> padding-left: 5px;
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#>
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#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #ulbfdpbcyv .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
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#>
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#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
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#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #ulbfdpbcyv .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
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#>
#> #ulbfdpbcyv .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
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#>
#> #ulbfdpbcyv .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
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#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
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#>
#> #ulbfdpbcyv .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
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#>
#> #ulbfdpbcyv .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
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#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
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#>
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#> display: inline-flex !important;
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#> }
#>
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#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="2" class="gt_heading gt_title gt_font_normal gt_bottom_border" style>Time series features</td>
#> </tr>
#>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="Feature">Feature</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Amount">Amount</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Feature" class="gt_row gt_left">Ndiffs</td>
#> <td headers="Amount" class="gt_row gt_right"> 1.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">NSDiffs</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Trend strength</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.8952</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Seasonal strength year</td>
#> <td headers="Amount" class="gt_row gt_right"> 1.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Seasonal peak year</td>
#> <td headers="Amount" class="gt_row gt_right"> 1.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Seasonal trough year</td>
#> <td headers="Amount" class="gt_row gt_right"> 3.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Spikeiness</td>
#> <td headers="Amount" class="gt_row gt_right">15452415912.2294</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Linearity</td>
#> <td headers="Amount" class="gt_row gt_right"> 44490.5846</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Curvature</td>
#> <td headers="Amount" class="gt_row gt_right"> 13592.0689</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Coef hurst</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.9993</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Spectral</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.5580</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Box pierce stat</td>
#> <td headers="Amount" class="gt_row gt_right"> 98.4623</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Box pierce pvalue</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Ljung box stat</td>
#> <td headers="Amount" class="gt_row gt_right"> 101.0087</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Ljung box pvalue</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">KPSS stat</td>
#> <td headers="Amount" class="gt_row gt_right"> 1.3500</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">KPSS pvalue</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0100</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Longest_flat</td>
#> <td headers="Amount" class="gt_row gt_right"> 16.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Crossing_points</td>
#> <td headers="Amount" class="gt_row gt_right"> 3.0000</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Time series quartiles`
#> <div id="kgufivjubq" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
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#>
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#>
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#>
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#>
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#>
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#>
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#>
#> #kgufivjubq .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #kgufivjubq .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #kgufivjubq div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="5" class="gt_heading gt_title gt_font_normal gt_bottom_border" style>Time series quartiles</td>
#> </tr>
#>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a0%">0%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a25%">25%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a50%">50%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a75%">75%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a100%">100%</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="0%" class="gt_row gt_right">130421</td>
#> <td headers="25%" class="gt_row gt_right">144515</td>
#> <td headers="50%" class="gt_row gt_right">148755</td>
#> <td headers="75%" class="gt_row gt_right">152309</td>
#> <td headers="100%" class="gt_row gt_right">159005</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Best model`
#> # A mable: 1 x 1
#> Linear4
#> <model>
#> 1 <TSLM>
#>
#> $`Best forecast`
#> <div id="txvafbsnay" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#txvafbsnay table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #txvafbsnay thead, #txvafbsnay tbody, #txvafbsnay tfoot, #txvafbsnay tr, #txvafbsnay td, #txvafbsnay th {
#> border-style: none;
#> }
#>
#> #txvafbsnay p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #txvafbsnay .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
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#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Best Forecast using Linear 4</caption><!--html_preserve-->
#> <thead>
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#> <td headers="Period" class="gt_row gt_center">2024 Nov</td>
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#>
#> $`Best forecast plot`
#>
#> $`Best innovation residuals`
#>
#> $`Best ACF`
#>
#> $`Best histogram of residuals`
#>
#> $`Best actual vs predicted`
#>
#> $`Best actual vs residuals`
#>
#> $`Forecast accuracy`
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#> <!--/html_preserve--><caption class='gt_caption'>Time series forecast accuracy, sorted by AICc</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="a.model">.model</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="AICc">AICc</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="AIC">AIC</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="BIC">BIC</th>
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#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers=".model" class="gt_row gt_left">Linear4</td>
#> <td headers="AICc" class="gt_row gt_right">1173.982</td>
#> <td headers="AIC" class="gt_row gt_right">1173.619</td>
#> <td headers="BIC" class="gt_row gt_right">1180.364</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Linear2</td>
#> <td headers="AICc" class="gt_row gt_right">1177.321</td>
#> <td headers="AIC" class="gt_row gt_right">1177.142</td>
#> <td headers="BIC" class="gt_row gt_right">1181.639</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Linear1</td>
#> <td headers="AICc" class="gt_row gt_right">1197.213</td>
#> <td headers="AIC" class="gt_row gt_right">1189.577</td>
#> <td headers="BIC" class="gt_row gt_right">1221.055</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Linear3</td>
#> <td headers="AICc" class="gt_row gt_right">1199.860</td>
#> <td headers="AIC" class="gt_row gt_right">1193.360</td>
#> <td headers="BIC" class="gt_row gt_right">1222.590</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Stochastic</td>
#> <td headers="AICc" class="gt_row gt_right">1281.827</td>
#> <td headers="AIC" class="gt_row gt_right">1281.767</td>
#> <td headers="BIC" class="gt_row gt_right">1284.001</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima4</td>
#> <td headers="AICc" class="gt_row gt_right">1299.258</td>
#> <td headers="AIC" class="gt_row gt_right">1298.894</td>
#> <td headers="BIC" class="gt_row gt_right">1305.640</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Deterministic</td>
#> <td headers="AICc" class="gt_row gt_right">1299.258</td>
#> <td headers="AIC" class="gt_row gt_right">1298.894</td>
#> <td headers="BIC" class="gt_row gt_right">1305.640</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier1</td>
#> <td headers="AICc" class="gt_row gt_right">1301.965</td>
#> <td headers="AIC" class="gt_row gt_right">1301.028</td>
#> <td headers="BIC" class="gt_row gt_right">1312.270</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima3</td>
#> <td headers="AICc" class="gt_row gt_right">1303.601</td>
#> <td headers="AIC" class="gt_row gt_right">1302.664</td>
#> <td headers="BIC" class="gt_row gt_right">1313.906</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier2</td>
#> <td headers="AICc" class="gt_row gt_right">1304.485</td>
#> <td headers="AIC" class="gt_row gt_right">1302.679</td>
#> <td headers="BIC" class="gt_row gt_right">1318.418</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier3</td>
#> <td headers="AICc" class="gt_row gt_right">1307.363</td>
#> <td headers="AIC" class="gt_row gt_right">1304.363</td>
#> <td headers="BIC" class="gt_row gt_right">1324.600</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier4</td>
#> <td headers="AICc" class="gt_row gt_right">1310.720</td>
#> <td headers="AIC" class="gt_row gt_right">1306.168</td>
#> <td headers="BIC" class="gt_row gt_right">1330.901</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier5</td>
#> <td headers="AICc" class="gt_row gt_right">1314.930</td>
#> <td headers="AIC" class="gt_row gt_right">1308.430</td>
#> <td headers="BIC" class="gt_row gt_right">1337.661</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier6</td>
#> <td headers="AICc" class="gt_row gt_right">1317.401</td>
#> <td headers="AIC" class="gt_row gt_right">1309.764</td>
#> <td headers="BIC" class="gt_row gt_right">1341.243</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima2</td>
#> <td headers="AICc" class="gt_row gt_right">1317.401</td>
#> <td headers="AIC" class="gt_row gt_right">1309.764</td>
#> <td headers="BIC" class="gt_row gt_right">1341.243</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima1</td>
#> <td headers="AICc" class="gt_row gt_right">1320.107</td>
#> <td headers="AIC" class="gt_row gt_right">1311.218</td>
#> <td headers="BIC" class="gt_row gt_right">1344.945</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets1</td>
#> <td headers="AICc" class="gt_row gt_right">1399.162</td>
#> <td headers="AIC" class="gt_row gt_right">1398.798</td>
#> <td headers="BIC" class="gt_row gt_right">1405.544</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets2</td>
#> <td headers="AICc" class="gt_row gt_right">1399.162</td>
#> <td headers="AIC" class="gt_row gt_right">1398.798</td>
#> <td headers="BIC" class="gt_row gt_right">1405.544</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets3</td>
#> <td headers="AICc" class="gt_row gt_right">1399.162</td>
#> <td headers="AIC" class="gt_row gt_right">1398.798</td>
#> <td headers="BIC" class="gt_row gt_right">1405.544</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets4</td>
#> <td headers="AICc" class="gt_row gt_right">1399.162</td>
#> <td headers="AIC" class="gt_row gt_right">1398.798</td>
#> <td headers="BIC" class="gt_row gt_right">1405.544</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Holt_Winters_Damped</td>
#> <td headers="AICc" class="gt_row gt_right">1433.651</td>
#> <td headers="AIC" class="gt_row gt_right">1420.239</td>
#> <td headers="BIC" class="gt_row gt_right">1460.712</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Holt_Winters_Additive</td>
#> <td headers="AICc" class="gt_row gt_right">1435.920</td>
#> <td headers="AIC" class="gt_row gt_right">1424.151</td>
#> <td headers="BIC" class="gt_row gt_right">1462.375</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Holt_Winters_Multiplicative</td>
#> <td headers="AICc" class="gt_row gt_right">1458.535</td>
#> <td headers="AIC" class="gt_row gt_right">1446.766</td>
#> <td headers="BIC" class="gt_row gt_right">1484.990</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Baseline data`
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#> padding-right: 5px;
#> }
#>
#> #cbwjcfdjag .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> vertical-align: top;
#> }
#>
#> #cbwjcfdjag .gt_row_group_first td {
#> border-top-width: 2px;
#> }
#>
#> #cbwjcfdjag .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
#> #cbwjcfdjag .gt_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #cbwjcfdjag .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #cbwjcfdjag .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #cbwjcfdjag .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #cbwjcfdjag .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #cbwjcfdjag .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #cbwjcfdjag .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #cbwjcfdjag .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #cbwjcfdjag .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #cbwjcfdjag .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #cbwjcfdjag .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #cbwjcfdjag .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #cbwjcfdjag .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #cbwjcfdjag .gt_left {
#> text-align: left;
#> }
#>
#> #cbwjcfdjag .gt_center {
#> text-align: center;
#> }
#>
#> #cbwjcfdjag .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #cbwjcfdjag .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #cbwjcfdjag .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #cbwjcfdjag .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #cbwjcfdjag .gt_super {
#> font-size: 65%;
#> }
#>
#> #cbwjcfdjag .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
#> }
#>
#> #cbwjcfdjag .gt_asterisk {
#> font-size: 100%;
#> vertical-align: 0;
#> }
#>
#> #cbwjcfdjag .gt_indent_1 {
#> text-indent: 5px;
#> }
#>
#> #cbwjcfdjag .gt_indent_2 {
#> text-indent: 10px;
#> }
#>
#> #cbwjcfdjag .gt_indent_3 {
#> text-indent: 15px;
#> }
#>
#> #cbwjcfdjag .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #cbwjcfdjag .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #cbwjcfdjag .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #cbwjcfdjag div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="2" class="gt_heading gt_title gt_font_normal gt_bottom_border" style>Minimum, mean and maximum statistics</td>
#> </tr>
#>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="Names">Names</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Measures">Measures</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Names" class="gt_row gt_left">Mean value</td>
#> <td headers="Measures" class="gt_row gt_right">148705.7</td></tr>
#> <tr><td headers="Names" class="gt_row gt_left">Mean value 3 most recent</td>
#> <td headers="Measures" class="gt_row gt_right">158922.7</td></tr>
#> <tr><td headers="Names" class="gt_row gt_left">Minimum</td>
#> <td headers="Measures" class="gt_row gt_right">130421.0</td></tr>
#> <tr><td headers="Names" class="gt_row gt_left">Maximum</td>
#> <td headers="Measures" class="gt_row gt_right">159005.0</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
Forecasting(time_series_data = Oct_2024_avg_hourly_pay,
train_amount = 0.60,
number_of_intervals_to_forecast = 1,
use_parallel = "Y",
time_interval = "M")
#> $`Plot of value`
#>
#> $`Plot of individual periods`
#>
#> $`Head of the data`
#> <div id="fvsybhaagl" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#fvsybhaagl table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #fvsybhaagl thead, #fvsybhaagl tbody, #fvsybhaagl tfoot, #fvsybhaagl tr, #fvsybhaagl td, #fvsybhaagl th {
#> border-style: none;
#> }
#>
#> #fvsybhaagl p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #fvsybhaagl .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #fvsybhaagl .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #fvsybhaagl .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #fvsybhaagl .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #fvsybhaagl .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #fvsybhaagl .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #fvsybhaagl .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #fvsybhaagl .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 5px;
#> overflow-x: hidden;
#> display: inline-block;
#> width: 100%;
#> }
#>
#> #fvsybhaagl .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #fvsybhaagl .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> text-align: left;
#> }
#>
#> #fvsybhaagl .gt_empty_group_heading {
#> padding: 0.5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: middle;
#> }
#>
#> #fvsybhaagl .gt_from_md > :first-child {
#> margin-top: 0;
#> }
#>
#> #fvsybhaagl .gt_from_md > :last-child {
#> margin-bottom: 0;
#> }
#>
#> #fvsybhaagl .gt_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> margin: 10px;
#> border-top-style: solid;
#> border-top-width: 1px;
#> border-top-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> overflow-x: hidden;
#> }
#>
#> #fvsybhaagl .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #fvsybhaagl .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> vertical-align: top;
#> }
#>
#> #fvsybhaagl .gt_row_group_first td {
#> border-top-width: 2px;
#> }
#>
#> #fvsybhaagl .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
#> #fvsybhaagl .gt_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #fvsybhaagl .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #fvsybhaagl .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #fvsybhaagl .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #fvsybhaagl .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #fvsybhaagl .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #fvsybhaagl .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #fvsybhaagl .gt_left {
#> text-align: left;
#> }
#>
#> #fvsybhaagl .gt_center {
#> text-align: center;
#> }
#>
#> #fvsybhaagl .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #fvsybhaagl .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #fvsybhaagl .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #fvsybhaagl .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #fvsybhaagl .gt_super {
#> font-size: 65%;
#> }
#>
#> #fvsybhaagl .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
#> }
#>
#> #fvsybhaagl .gt_asterisk {
#> font-size: 100%;
#> vertical-align: 0;
#> }
#>
#> #fvsybhaagl .gt_indent_1 {
#> text-indent: 5px;
#> }
#>
#> #fvsybhaagl .gt_indent_2 {
#> text-indent: 10px;
#> }
#>
#> #fvsybhaagl .gt_indent_3 {
#> text-indent: 15px;
#> }
#>
#> #fvsybhaagl .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #fvsybhaagl .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #fvsybhaagl .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #fvsybhaagl div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Head (beginning) of total value data set</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="Period">Period</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Value">Value</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Period" class="gt_row gt_center">2015 Mar</td>
#> <td headers="Value" class="gt_row gt_right">25</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Apr</td>
#> <td headers="Value" class="gt_row gt_right">25</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 May</td>
#> <td headers="Value" class="gt_row gt_right">25</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Jun</td>
#> <td headers="Value" class="gt_row gt_right">25</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Jul</td>
#> <td headers="Value" class="gt_row gt_right">25</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Aug</td>
#> <td headers="Value" class="gt_row gt_right">25</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Tail of the data`
#> <div id="vijbfglzvn" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#vijbfglzvn table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #vijbfglzvn thead, #vijbfglzvn tbody, #vijbfglzvn tfoot, #vijbfglzvn tr, #vijbfglzvn td, #vijbfglzvn th {
#> border-style: none;
#> }
#>
#> #vijbfglzvn p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #vijbfglzvn .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #vijbfglzvn .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #vijbfglzvn .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #vijbfglzvn .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #vijbfglzvn .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #vijbfglzvn .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #vijbfglzvn .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #vijbfglzvn .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 5px;
#> overflow-x: hidden;
#> display: inline-block;
#> width: 100%;
#> }
#>
#> #vijbfglzvn .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #vijbfglzvn .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> text-align: left;
#> }
#>
#> #vijbfglzvn .gt_empty_group_heading {
#> padding: 0.5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: middle;
#> }
#>
#> #vijbfglzvn .gt_from_md > :first-child {
#> margin-top: 0;
#> }
#>
#> #vijbfglzvn .gt_from_md > :last-child {
#> margin-bottom: 0;
#> }
#>
#> #vijbfglzvn .gt_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> margin: 10px;
#> border-top-style: solid;
#> border-top-width: 1px;
#> border-top-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> overflow-x: hidden;
#> }
#>
#> #vijbfglzvn .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #vijbfglzvn .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> vertical-align: top;
#> }
#>
#> #vijbfglzvn .gt_row_group_first td {
#> border-top-width: 2px;
#> }
#>
#> #vijbfglzvn .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
#> #vijbfglzvn .gt_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #vijbfglzvn .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #vijbfglzvn .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #vijbfglzvn .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #vijbfglzvn .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #vijbfglzvn .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #vijbfglzvn .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #vijbfglzvn .gt_left {
#> text-align: left;
#> }
#>
#> #vijbfglzvn .gt_center {
#> text-align: center;
#> }
#>
#> #vijbfglzvn .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #vijbfglzvn .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #vijbfglzvn .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #vijbfglzvn .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #vijbfglzvn .gt_super {
#> font-size: 65%;
#> }
#>
#> #vijbfglzvn .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
#> }
#>
#> #vijbfglzvn .gt_asterisk {
#> font-size: 100%;
#> vertical-align: 0;
#> }
#>
#> #vijbfglzvn .gt_indent_1 {
#> text-indent: 5px;
#> }
#>
#> #vijbfglzvn .gt_indent_2 {
#> text-indent: 10px;
#> }
#>
#> #vijbfglzvn .gt_indent_3 {
#> text-indent: 15px;
#> }
#>
#> #vijbfglzvn .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #vijbfglzvn .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #vijbfglzvn .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #vijbfglzvn div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Tail (most recent) of total value data set</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="Period">Period</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Value">Value</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Period" class="gt_row gt_center">2024 May</td>
#> <td headers="Value" class="gt_row gt_right">35</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Jun</td>
#> <td headers="Value" class="gt_row gt_right">35</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Jul</td>
#> <td headers="Value" class="gt_row gt_right">35</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Aug</td>
#> <td headers="Value" class="gt_row gt_right">35</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Sep</td>
#> <td headers="Value" class="gt_row gt_right">35</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Oct</td>
#> <td headers="Value" class="gt_row gt_right">35</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Plot of trend`
#>
#> $`Plot of seasonally adjusted`
#>
#> $`Plot of decomposition`
#>
#> $`Plot of anomalies`
#>
#> $`Plot of subseasons`
#>
#> $`Plot of multiple lags`
#>
#> $`All time series features`
#> <div id="egslqeqmfa" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#egslqeqmfa table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #egslqeqmfa thead, #egslqeqmfa tbody, #egslqeqmfa tfoot, #egslqeqmfa tr, #egslqeqmfa td, #egslqeqmfa th {
#> border-style: none;
#> }
#>
#> #egslqeqmfa p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #egslqeqmfa .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #egslqeqmfa .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #egslqeqmfa .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #egslqeqmfa .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #egslqeqmfa .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #egslqeqmfa .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #egslqeqmfa .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #egslqeqmfa .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #egslqeqmfa .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #egslqeqmfa .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #egslqeqmfa .gt_column_spanner_outer:last-child {
#> padding-right: 0;
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#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="2" class="gt_heading gt_title gt_font_normal gt_bottom_border" style>Time series features</td>
#> </tr>
#>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="Feature">Feature</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Amount">Amount</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Feature" class="gt_row gt_left">Ndiffs</td>
#> <td headers="Amount" class="gt_row gt_right"> 2.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">NSDiffs</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Trend strength</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.9988</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Seasonal strength year</td>
#> <td headers="Amount" class="gt_row gt_right"> 2.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Seasonal peak year</td>
#> <td headers="Amount" class="gt_row gt_right"> 2.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Seasonal trough year</td>
#> <td headers="Amount" class="gt_row gt_right"> 9.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Spikeiness</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Linearity</td>
#> <td headers="Amount" class="gt_row gt_right"> 34.4114</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Curvature</td>
#> <td headers="Amount" class="gt_row gt_right"> 5.1503</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Coef hurst</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.9999</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Spectral</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.1946</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Box pierce stat</td>
#> <td headers="Amount" class="gt_row gt_right">110.2902</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Box pierce pvalue</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Ljung box stat</td>
#> <td headers="Amount" class="gt_row gt_right">113.1673</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Ljung box pvalue</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">KPSS stat</td>
#> <td headers="Amount" class="gt_row gt_right"> 2.3819</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">KPSS pvalue</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0100</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Longest_flat</td>
#> <td headers="Amount" class="gt_row gt_right"> 21.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Crossing_points</td>
#> <td headers="Amount" class="gt_row gt_right"> 1.0000</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Time series quartiles`
#> <div id="amrewkadgw" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
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#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #amrewkadgw .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #amrewkadgw .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #amrewkadgw .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #amrewkadgw .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #amrewkadgw .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #amrewkadgw .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #amrewkadgw .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #amrewkadgw .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #amrewkadgw .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
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#>
#> #amrewkadgw .gt_left {
#> text-align: left;
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#>
#> #amrewkadgw .gt_center {
#> text-align: center;
#> }
#>
#> #amrewkadgw .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
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#>
#> #amrewkadgw .gt_font_normal {
#> font-weight: normal;
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#>
#> #amrewkadgw .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #amrewkadgw .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #amrewkadgw .gt_super {
#> font-size: 65%;
#> }
#>
#> #amrewkadgw .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
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#> }
#>
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#> font-size: 100%;
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#> }
#>
#> #amrewkadgw .gt_indent_1 {
#> text-indent: 5px;
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#>
#> #amrewkadgw .gt_indent_2 {
#> text-indent: 10px;
#> }
#>
#> #amrewkadgw .gt_indent_3 {
#> text-indent: 15px;
#> }
#>
#> #amrewkadgw .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #amrewkadgw .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #amrewkadgw .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #amrewkadgw div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="5" class="gt_heading gt_title gt_font_normal gt_bottom_border" style>Time series quartiles</td>
#> </tr>
#>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a0%">0%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a25%">25%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a50%">50%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a75%">75%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a100%">100%</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="0%" class="gt_row gt_right">24.86</td>
#> <td headers="25%" class="gt_row gt_right">26.375</td>
#> <td headers="50%" class="gt_row gt_right">28.405</td>
#> <td headers="75%" class="gt_row gt_right">32.11</td>
#> <td headers="100%" class="gt_row gt_right">35.46</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Best model`
#> # A mable: 1 x 1
#> Linear4
#> <model>
#> 1 <TSLM>
#>
#> $`Best forecast`
#> <div id="xbhisifmmy" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#xbhisifmmy table {
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#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #xbhisifmmy thead, #xbhisifmmy tbody, #xbhisifmmy tfoot, #xbhisifmmy tr, #xbhisifmmy td, #xbhisifmmy th {
#> border-style: none;
#> }
#>
#> #xbhisifmmy p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #xbhisifmmy .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #xbhisifmmy .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #xbhisifmmy .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #xbhisifmmy .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
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#> border-right-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #xbhisifmmy .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #xbhisifmmy .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #xbhisifmmy .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #xbhisifmmy .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 5px;
#> overflow-x: hidden;
#> display: inline-block;
#> width: 100%;
#> }
#>
#> #xbhisifmmy .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #xbhisifmmy .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
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#>
#> #xbhisifmmy .gt_empty_group_heading {
#> padding: 0.5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
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#> border-top-style: solid;
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#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: middle;
#> }
#>
#> #xbhisifmmy .gt_from_md > :first-child {
#> margin-top: 0;
#> }
#>
#> #xbhisifmmy .gt_from_md > :last-child {
#> margin-bottom: 0;
#> }
#>
#> #xbhisifmmy .gt_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> margin: 10px;
#> border-top-style: solid;
#> border-top-width: 1px;
#> border-top-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> overflow-x: hidden;
#> }
#>
#> #xbhisifmmy .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #xbhisifmmy .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
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#> padding-right: 5px;
#> vertical-align: top;
#> }
#>
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#> }
#>
#> #xbhisifmmy .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
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#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #xbhisifmmy .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #xbhisifmmy .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #xbhisifmmy .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #xbhisifmmy .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #xbhisifmmy .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #xbhisifmmy .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #xbhisifmmy .gt_left {
#> text-align: left;
#> }
#>
#> #xbhisifmmy .gt_center {
#> text-align: center;
#> }
#>
#> #xbhisifmmy .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #xbhisifmmy .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #xbhisifmmy .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #xbhisifmmy .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #xbhisifmmy .gt_super {
#> font-size: 65%;
#> }
#>
#> #xbhisifmmy .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
#> }
#>
#> #xbhisifmmy .gt_asterisk {
#> font-size: 100%;
#> vertical-align: 0;
#> }
#>
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#> text-indent: 5px;
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#>
#> #xbhisifmmy .gt_indent_2 {
#> text-indent: 10px;
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#>
#> #xbhisifmmy .gt_indent_3 {
#> text-indent: 15px;
#> }
#>
#> #xbhisifmmy .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #xbhisifmmy .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #xbhisifmmy .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #xbhisifmmy div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Best Forecast using Linear 4</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="a.model">.model</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="Period">Period</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="Value">Value</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a.mean">.mean</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers=".model" class="gt_row gt_left">Linear4</td>
#> <td headers="Period" class="gt_row gt_center">2024 Nov</td>
#> <td headers="Value" class="gt_row gt_center">N(35, 0.28)</td>
#> <td headers=".mean" class="gt_row gt_right">35</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Best forecast plot`
#>
#> $`Best innovation residuals`
#>
#> $`Best ACF`
#>
#> $`Best histogram of residuals`
#>
#> $`Best actual vs predicted`
#>
#> $`Best actual vs residuals`
#>
#> $`Forecast accuracy`
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#> <!--/html_preserve--><caption class='gt_caption'>Time series forecast accuracy, sorted by AICc</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="a.model">.model</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="AICc">AICc</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="AIC">AIC</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="BIC">BIC</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers=".model" class="gt_row gt_left">Linear4</td>
#> <td headers="AICc" class="gt_row gt_right">-180.63948</td>
#> <td headers="AIC" class="gt_row gt_right">-181.00312</td>
#> <td headers="BIC" class="gt_row gt_right">-174.25763</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Linear1</td>
#> <td headers="AICc" class="gt_row gt_right">-156.61136</td>
#> <td headers="AIC" class="gt_row gt_right">-164.24772</td>
#> <td headers="BIC" class="gt_row gt_right">-132.76879</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima4</td>
#> <td headers="AICc" class="gt_row gt_right">-53.37328</td>
#> <td headers="AIC" class="gt_row gt_right">-53.99828</td>
#> <td headers="BIC" class="gt_row gt_right">-45.06185</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier1</td>
#> <td headers="AICc" class="gt_row gt_right">-51.25044</td>
#> <td headers="AIC" class="gt_row gt_right">-52.60528</td>
#> <td headers="BIC" class="gt_row gt_right">-39.20064</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Stochastic</td>
#> <td headers="AICc" class="gt_row gt_right">-49.80395</td>
#> <td headers="AIC" class="gt_row gt_right">-50.17318</td>
#> <td headers="BIC" class="gt_row gt_right">-43.47086</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier2</td>
#> <td headers="AICc" class="gt_row gt_right">-48.08241</td>
#> <td headers="AIC" class="gt_row gt_right">-50.48241</td>
#> <td headers="BIC" class="gt_row gt_right">-32.60956</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier3</td>
#> <td headers="AICc" class="gt_row gt_right">-43.71911</td>
#> <td headers="AIC" class="gt_row gt_right">-46.11911</td>
#> <td headers="BIC" class="gt_row gt_right">-28.24626</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier4</td>
#> <td headers="AICc" class="gt_row gt_right">-40.29804</td>
#> <td headers="AIC" class="gt_row gt_right">-44.09114</td>
#> <td headers="BIC" class="gt_row gt_right">-21.75008</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima3</td>
#> <td headers="AICc" class="gt_row gt_right">-39.29431</td>
#> <td headers="AIC" class="gt_row gt_right">-41.10077</td>
#> <td headers="BIC" class="gt_row gt_right">-25.36130</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier5</td>
#> <td headers="AICc" class="gt_row gt_right">-35.35252</td>
#> <td headers="AIC" class="gt_row gt_right">-40.92395</td>
#> <td headers="BIC" class="gt_row gt_right">-14.11468</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima2</td>
#> <td headers="AICc" class="gt_row gt_right">-32.61326</td>
#> <td headers="AIC" class="gt_row gt_right">-39.23144</td>
#> <td headers="BIC" class="gt_row gt_right">-10.18805</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier6</td>
#> <td headers="AICc" class="gt_row gt_right">-32.61326</td>
#> <td headers="AIC" class="gt_row gt_right">-39.23144</td>
#> <td headers="BIC" class="gt_row gt_right">-10.18805</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima1</td>
#> <td headers="AICc" class="gt_row gt_right">-31.16194</td>
#> <td headers="AIC" class="gt_row gt_right">-40.05083</td>
#> <td headers="BIC" class="gt_row gt_right">-6.32340</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets1</td>
#> <td headers="AICc" class="gt_row gt_right">43.05176</td>
#> <td headers="AIC" class="gt_row gt_right">42.11426</td>
#> <td headers="BIC" class="gt_row gt_right">53.35674</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets2</td>
#> <td headers="AICc" class="gt_row gt_right">43.05176</td>
#> <td headers="AIC" class="gt_row gt_right">42.11426</td>
#> <td headers="BIC" class="gt_row gt_right">53.35674</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets3</td>
#> <td headers="AICc" class="gt_row gt_right">43.05176</td>
#> <td headers="AIC" class="gt_row gt_right">42.11426</td>
#> <td headers="BIC" class="gt_row gt_right">53.35674</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets4</td>
#> <td headers="AICc" class="gt_row gt_right">43.05176</td>
#> <td headers="AIC" class="gt_row gt_right">42.11426</td>
#> <td headers="BIC" class="gt_row gt_right">53.35674</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Deterministic</td>
#> <td headers="AICc" class="gt_row gt_right">50.59529</td>
#> <td headers="AIC" class="gt_row gt_right">48.78884</td>
#> <td headers="BIC" class="gt_row gt_right">64.52831</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Linear2</td>
#> <td headers="AICc" class="gt_row gt_right">57.28382</td>
#> <td headers="AIC" class="gt_row gt_right">57.10471</td>
#> <td headers="BIC" class="gt_row gt_right">61.60170</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Holt_Winters_Damped</td>
#> <td headers="AICc" class="gt_row gt_right">77.34662</td>
#> <td headers="AIC" class="gt_row gt_right">63.93485</td>
#> <td headers="BIC" class="gt_row gt_right">104.40777</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Holt_Winters_Additive</td>
#> <td headers="AICc" class="gt_row gt_right">83.89657</td>
#> <td headers="AIC" class="gt_row gt_right">72.12734</td>
#> <td headers="BIC" class="gt_row gt_right">110.35176</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Linear3</td>
#> <td headers="AICc" class="gt_row gt_right">84.69914</td>
#> <td headers="AIC" class="gt_row gt_right">78.19914</td>
#> <td headers="BIC" class="gt_row gt_right">107.42958</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Holt_Winters_Multiplicative</td>
#> <td headers="AICc" class="gt_row gt_right">106.93398</td>
#> <td headers="AIC" class="gt_row gt_right">95.16475</td>
#> <td headers="BIC" class="gt_row gt_right">133.38917</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Baseline data`
#> <div id="rslsqjlmpg" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#rslsqjlmpg table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #rslsqjlmpg thead, #rslsqjlmpg tbody, #rslsqjlmpg tfoot, #rslsqjlmpg tr, #rslsqjlmpg td, #rslsqjlmpg th {
#> border-style: none;
#> }
#>
#> #rslsqjlmpg p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #rslsqjlmpg .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #rslsqjlmpg .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #rslsqjlmpg .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #rslsqjlmpg .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #rslsqjlmpg .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #rslsqjlmpg .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #rslsqjlmpg .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #rslsqjlmpg .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 5px;
#> overflow-x: hidden;
#> display: inline-block;
#> width: 100%;
#> }
#>
#> #rslsqjlmpg .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #rslsqjlmpg .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> text-align: left;
#> }
#>
#> #rslsqjlmpg .gt_empty_group_heading {
#> padding: 0.5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: middle;
#> }
#>
#> #rslsqjlmpg .gt_from_md > :first-child {
#> margin-top: 0;
#> }
#>
#> #rslsqjlmpg .gt_from_md > :last-child {
#> margin-bottom: 0;
#> }
#>
#> #rslsqjlmpg .gt_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> margin: 10px;
#> border-top-style: solid;
#> border-top-width: 1px;
#> border-top-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> overflow-x: hidden;
#> }
#>
#> #rslsqjlmpg .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #rslsqjlmpg .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> vertical-align: top;
#> }
#>
#> #rslsqjlmpg .gt_row_group_first td {
#> border-top-width: 2px;
#> }
#>
#> #rslsqjlmpg .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
#> #rslsqjlmpg .gt_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #rslsqjlmpg .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #rslsqjlmpg .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #rslsqjlmpg .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #rslsqjlmpg .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #rslsqjlmpg .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #rslsqjlmpg .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #rslsqjlmpg .gt_left {
#> text-align: left;
#> }
#>
#> #rslsqjlmpg .gt_center {
#> text-align: center;
#> }
#>
#> #rslsqjlmpg .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #rslsqjlmpg .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #rslsqjlmpg .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #rslsqjlmpg .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #rslsqjlmpg .gt_super {
#> font-size: 65%;
#> }
#>
#> #rslsqjlmpg .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
#> }
#>
#> #rslsqjlmpg .gt_asterisk {
#> font-size: 100%;
#> vertical-align: 0;
#> }
#>
#> #rslsqjlmpg .gt_indent_1 {
#> text-indent: 5px;
#> }
#>
#> #rslsqjlmpg .gt_indent_2 {
#> text-indent: 10px;
#> }
#>
#> #rslsqjlmpg .gt_indent_3 {
#> text-indent: 15px;
#> }
#>
#> #rslsqjlmpg .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #rslsqjlmpg .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #rslsqjlmpg .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #rslsqjlmpg div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="2" class="gt_heading gt_title gt_font_normal gt_bottom_border" style>Minimum, mean and maximum statistics</td>
#> </tr>
#>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="Names">Names</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Measures">Measures</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Names" class="gt_row gt_left">Mean value</td>
#> <td headers="Measures" class="gt_row gt_right">29.27733</td></tr>
#> <tr><td headers="Names" class="gt_row gt_left">Mean value 3 most recent</td>
#> <td headers="Measures" class="gt_row gt_right">35.33667</td></tr>
#> <tr><td headers="Names" class="gt_row gt_left">Minimum</td>
#> <td headers="Measures" class="gt_row gt_right">24.86000</td></tr>
#> <tr><td headers="Names" class="gt_row gt_left">Maximum</td>
#> <td headers="Measures" class="gt_row gt_right">35.46000</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
Forecasting(time_series_data = Oct_2024_unemployment,
train_amount = 0.60,
number_of_intervals_to_forecast = 1,
use_parallel = "Y",
time_interval = "M")
#> $`Plot of value`
#>
#> $`Plot of individual periods`
#>
#> $`Head of the data`
#> <div id="udacgqflgk" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#udacgqflgk table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #udacgqflgk thead, #udacgqflgk tbody, #udacgqflgk tfoot, #udacgqflgk tr, #udacgqflgk td, #udacgqflgk th {
#> border-style: none;
#> }
#>
#> #udacgqflgk p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #udacgqflgk .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #udacgqflgk .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #udacgqflgk .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #udacgqflgk .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #udacgqflgk .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #udacgqflgk .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #udacgqflgk .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #udacgqflgk .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 5px;
#> overflow-x: hidden;
#> display: inline-block;
#> width: 100%;
#> }
#>
#> #udacgqflgk .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #udacgqflgk .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> text-align: left;
#> }
#>
#> #udacgqflgk .gt_empty_group_heading {
#> padding: 0.5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: middle;
#> }
#>
#> #udacgqflgk .gt_from_md > :first-child {
#> margin-top: 0;
#> }
#>
#> #udacgqflgk .gt_from_md > :last-child {
#> margin-bottom: 0;
#> }
#>
#> #udacgqflgk .gt_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> margin: 10px;
#> border-top-style: solid;
#> border-top-width: 1px;
#> border-top-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> overflow-x: hidden;
#> }
#>
#> #udacgqflgk .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #udacgqflgk .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> vertical-align: top;
#> }
#>
#> #udacgqflgk .gt_row_group_first td {
#> border-top-width: 2px;
#> }
#>
#> #udacgqflgk .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
#> #udacgqflgk .gt_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #udacgqflgk .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #udacgqflgk .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #udacgqflgk .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #udacgqflgk .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #udacgqflgk .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #udacgqflgk .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #udacgqflgk .gt_left {
#> text-align: left;
#> }
#>
#> #udacgqflgk .gt_center {
#> text-align: center;
#> }
#>
#> #udacgqflgk .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #udacgqflgk .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #udacgqflgk .gt_font_bold {
#> font-weight: bold;
#> }
#>
#> #udacgqflgk .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #udacgqflgk .gt_super {
#> font-size: 65%;
#> }
#>
#> #udacgqflgk .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
#> }
#>
#> #udacgqflgk .gt_asterisk {
#> font-size: 100%;
#> vertical-align: 0;
#> }
#>
#> #udacgqflgk .gt_indent_1 {
#> text-indent: 5px;
#> }
#>
#> #udacgqflgk .gt_indent_2 {
#> text-indent: 10px;
#> }
#>
#> #udacgqflgk .gt_indent_3 {
#> text-indent: 15px;
#> }
#>
#> #udacgqflgk .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #udacgqflgk .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #udacgqflgk .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #udacgqflgk div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Head (beginning) of total value data set</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="Period">Period</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Value">Value</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Period" class="gt_row gt_center">2015 Mar</td>
#> <td headers="Value" class="gt_row gt_right">5</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Apr</td>
#> <td headers="Value" class="gt_row gt_right">5</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 May</td>
#> <td headers="Value" class="gt_row gt_right">6</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Jun</td>
#> <td headers="Value" class="gt_row gt_right">5</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Jul</td>
#> <td headers="Value" class="gt_row gt_right">5</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2015 Aug</td>
#> <td headers="Value" class="gt_row gt_right">5</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Tail of the data`
#> <div id="jhvqltorlv" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#jhvqltorlv table {
#> font-family: system-ui, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji';
#> -webkit-font-smoothing: antialiased;
#> -moz-osx-font-smoothing: grayscale;
#> }
#>
#> #jhvqltorlv thead, #jhvqltorlv tbody, #jhvqltorlv tfoot, #jhvqltorlv tr, #jhvqltorlv td, #jhvqltorlv th {
#> border-style: none;
#> }
#>
#> #jhvqltorlv p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #jhvqltorlv .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
#> }
#>
#> #jhvqltorlv .gt_title {
#> color: #333333;
#> font-size: 125%;
#> font-weight: initial;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-color: #FFFFFF;
#> border-bottom-width: 0;
#> }
#>
#> #jhvqltorlv .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
#> font-weight: initial;
#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-color: #FFFFFF;
#> border-top-width: 0;
#> }
#>
#> #jhvqltorlv .gt_heading {
#> background-color: #FFFFFF;
#> text-align: center;
#> border-bottom-color: #FFFFFF;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_col_headings {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_col_heading {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 6px;
#> padding-left: 5px;
#> padding-right: 5px;
#> overflow-x: hidden;
#> }
#>
#> #jhvqltorlv .gt_column_spanner_outer {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: normal;
#> text-transform: inherit;
#> padding-top: 0;
#> padding-bottom: 0;
#> padding-left: 4px;
#> padding-right: 4px;
#> }
#>
#> #jhvqltorlv .gt_column_spanner_outer:first-child {
#> padding-left: 0;
#> }
#>
#> #jhvqltorlv .gt_column_spanner_outer:last-child {
#> padding-right: 0;
#> }
#>
#> #jhvqltorlv .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: bottom;
#> padding-top: 5px;
#> padding-bottom: 5px;
#> overflow-x: hidden;
#> display: inline-block;
#> width: 100%;
#> }
#>
#> #jhvqltorlv .gt_spanner_row {
#> border-bottom-style: hidden;
#> }
#>
#> #jhvqltorlv .gt_group_heading {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> text-align: left;
#> }
#>
#> #jhvqltorlv .gt_empty_group_heading {
#> padding: 0.5px;
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> vertical-align: middle;
#> }
#>
#> #jhvqltorlv .gt_from_md > :first-child {
#> margin-top: 0;
#> }
#>
#> #jhvqltorlv .gt_from_md > :last-child {
#> margin-bottom: 0;
#> }
#>
#> #jhvqltorlv .gt_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> margin: 10px;
#> border-top-style: solid;
#> border-top-width: 1px;
#> border-top-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> overflow-x: hidden;
#> }
#>
#> #jhvqltorlv .gt_stub {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #jhvqltorlv .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
#> font-weight: initial;
#> text-transform: inherit;
#> border-right-style: solid;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> padding-left: 5px;
#> padding-right: 5px;
#> vertical-align: top;
#> }
#>
#> #jhvqltorlv .gt_row_group_first td {
#> border-top-width: 2px;
#> }
#>
#> #jhvqltorlv .gt_row_group_first th {
#> border-top-width: 2px;
#> }
#>
#> #jhvqltorlv .gt_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #jhvqltorlv .gt_first_summary_row {
#> border-top-style: solid;
#> border-top-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_first_summary_row.thick {
#> border-top-width: 2px;
#> }
#>
#> #jhvqltorlv .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_grand_summary_row {
#> color: #333333;
#> background-color: #FFFFFF;
#> text-transform: inherit;
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #jhvqltorlv .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-top-style: double;
#> border-top-width: 6px;
#> border-top-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_last_grand_summary_row_top {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: double;
#> border-bottom-width: 6px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_striped {
#> background-color: rgba(128, 128, 128, 0.05);
#> }
#>
#> #jhvqltorlv .gt_table_body {
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_footnotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_footnote {
#> margin: 0px;
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #jhvqltorlv .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #jhvqltorlv .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
#> }
#>
#> #jhvqltorlv .gt_left {
#> text-align: left;
#> }
#>
#> #jhvqltorlv .gt_center {
#> text-align: center;
#> }
#>
#> #jhvqltorlv .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
#> }
#>
#> #jhvqltorlv .gt_font_normal {
#> font-weight: normal;
#> }
#>
#> #jhvqltorlv .gt_font_bold {
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#>
#> #jhvqltorlv div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Tail (most recent) of total value data set</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" scope="col" id="Period">Period</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Value">Value</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Period" class="gt_row gt_center">2024 May</td>
#> <td headers="Value" class="gt_row gt_right">4</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Jun</td>
#> <td headers="Value" class="gt_row gt_right">4</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Jul</td>
#> <td headers="Value" class="gt_row gt_right">4</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Aug</td>
#> <td headers="Value" class="gt_row gt_right">4</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Sep</td>
#> <td headers="Value" class="gt_row gt_right">4</td></tr>
#> <tr><td headers="Period" class="gt_row gt_center">2024 Oct</td>
#> <td headers="Value" class="gt_row gt_right">4</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Plot of trend`
#>
#> $`Plot of seasonally adjusted`
#>
#> $`Plot of decomposition`
#>
#> $`Plot of anomalies`
#>
#> $`Plot of subseasons`
#>
#> $`Plot of multiple lags`
#>
#> $`All time series features`
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#>
#> #uzjcdmfnby div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="2" class="gt_heading gt_title gt_font_normal gt_bottom_border" style>Time series features</td>
#> </tr>
#>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="Feature">Feature</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Amount">Amount</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Feature" class="gt_row gt_left">Ndiffs</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">NSDiffs</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Trend strength</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.6630</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Seasonal strength year</td>
#> <td headers="Amount" class="gt_row gt_right"> 2.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Seasonal peak year</td>
#> <td headers="Amount" class="gt_row gt_right"> 2.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Seasonal trough year</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Spikeiness</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0013</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Linearity</td>
#> <td headers="Amount" class="gt_row gt_right">-2.4782</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Curvature</td>
#> <td headers="Amount" class="gt_row gt_right">-3.4959</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Coef hurst</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.9906</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Spectral</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.7610</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Box pierce stat</td>
#> <td headers="Amount" class="gt_row gt_right">78.7942</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Box pierce pvalue</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Ljung box stat</td>
#> <td headers="Amount" class="gt_row gt_right">80.8497</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Ljung box pvalue</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">KPSS stat</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.1833</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">KPSS pvalue</td>
#> <td headers="Amount" class="gt_row gt_right"> 0.1000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Longest_flat</td>
#> <td headers="Amount" class="gt_row gt_right">37.0000</td></tr>
#> <tr><td headers="Feature" class="gt_row gt_left">Crossing_points</td>
#> <td headers="Amount" class="gt_row gt_right"> 5.0000</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Time series quartiles`
#> <div id="esrejldsxt" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
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#> -moz-osx-font-smoothing: grayscale;
#> }
#>
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#> }
#>
#> #esrejldsxt p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #esrejldsxt .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
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#> width: auto;
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#>
#> #esrejldsxt .gt_subtitle {
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#> #esrejldsxt .gt_heading {
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#> border-right-width: 1px;
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#> #esrejldsxt .gt_bottom_border {
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#> border-left-color: #D3D3D3;
#> border-right-style: none;
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#> border-right-color: #D3D3D3;
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#>
#> #esrejldsxt .gt_col_heading {
#> color: #333333;
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#> padding-left: 5px;
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#>
#> #esrejldsxt .gt_column_spanner_outer {
#> color: #333333;
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#> #esrejldsxt .gt_column_spanner_outer:first-child {
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#> #esrejldsxt .gt_column_spanner_outer:last-child {
#> padding-right: 0;
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#>
#> #esrejldsxt .gt_column_spanner {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
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#> #esrejldsxt .gt_spanner_row {
#> border-bottom-style: hidden;
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#> #esrejldsxt .gt_empty_group_heading {
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#> border-bottom-width: 2px;
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#>
#> #esrejldsxt .gt_from_md > :first-child {
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#> padding-top: 8px;
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#> border-left-color: #D3D3D3;
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#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
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#>
#> #esrejldsxt .gt_stub {
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#> font-size: 100%;
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#> padding-left: 5px;
#> padding-right: 5px;
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#>
#> #esrejldsxt .gt_stub_row_group {
#> color: #333333;
#> background-color: #FFFFFF;
#> font-size: 100%;
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#> #esrejldsxt .gt_row_group_first td {
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#> #esrejldsxt .gt_summary_row {
#> color: #333333;
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#>
#> #esrejldsxt .gt_first_summary_row {
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#> #esrejldsxt .gt_first_summary_row.thick {
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#> #esrejldsxt .gt_last_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
#> border-bottom-style: solid;
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#>
#> #esrejldsxt .gt_grand_summary_row {
#> color: #333333;
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#> padding-bottom: 8px;
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#>
#> #esrejldsxt .gt_first_grand_summary_row {
#> padding-top: 8px;
#> padding-bottom: 8px;
#> padding-left: 5px;
#> padding-right: 5px;
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#>
#> #esrejldsxt .gt_last_grand_summary_row_top {
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#> padding-left: 5px;
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#>
#> #esrejldsxt .gt_striped {
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#>
#> #esrejldsxt .gt_table_body {
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#> border-top-width: 2px;
#> border-top-color: #D3D3D3;
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#> border-bottom-width: 2px;
#> border-bottom-color: #D3D3D3;
#> }
#>
#> #esrejldsxt .gt_footnotes {
#> color: #333333;
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#> border-bottom-width: 2px;
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#>
#> #esrejldsxt .gt_footnote {
#> margin: 0px;
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#> padding-right: 5px;
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#>
#> #esrejldsxt .gt_sourcenotes {
#> color: #333333;
#> background-color: #FFFFFF;
#> border-bottom-style: none;
#> border-bottom-width: 2px;
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#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> }
#>
#> #esrejldsxt .gt_sourcenote {
#> font-size: 90%;
#> padding-top: 4px;
#> padding-bottom: 4px;
#> padding-left: 5px;
#> padding-right: 5px;
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#>
#> #esrejldsxt .gt_left {
#> text-align: left;
#> }
#>
#> #esrejldsxt .gt_center {
#> text-align: center;
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#>
#> #esrejldsxt .gt_right {
#> text-align: right;
#> font-variant-numeric: tabular-nums;
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#>
#> #esrejldsxt .gt_font_normal {
#> font-weight: normal;
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#>
#> #esrejldsxt .gt_font_bold {
#> font-weight: bold;
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#>
#> #esrejldsxt .gt_font_italic {
#> font-style: italic;
#> }
#>
#> #esrejldsxt .gt_super {
#> font-size: 65%;
#> }
#>
#> #esrejldsxt .gt_footnote_marks {
#> font-size: 75%;
#> vertical-align: 0.4em;
#> position: initial;
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#>
#> #esrejldsxt .gt_asterisk {
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#> text-indent: 10px;
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#>
#> #esrejldsxt .gt_indent_3 {
#> text-indent: 15px;
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#>
#> #esrejldsxt .gt_indent_4 {
#> text-indent: 20px;
#> }
#>
#> #esrejldsxt .gt_indent_5 {
#> text-indent: 25px;
#> }
#>
#> #esrejldsxt .katex-display {
#> display: inline-flex !important;
#> margin-bottom: 0.75em !important;
#> }
#>
#> #esrejldsxt div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
#> height: 0px !important;
#> }
#> </style>
#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="5" class="gt_heading gt_title gt_font_normal gt_bottom_border" style>Time series quartiles</td>
#> </tr>
#>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a0%">0%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a25%">25%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a50%">50%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a75%">75%</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="a100%">100%</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="0%" class="gt_row gt_right">3.4</td>
#> <td headers="25%" class="gt_row gt_right">3.7</td>
#> <td headers="50%" class="gt_row gt_right">4.1</td>
#> <td headers="75%" class="gt_row gt_right">5</td>
#> <td headers="100%" class="gt_row gt_right">14.8</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Best model`
#> # A mable: 1 x 1
#> Linear4
#> <model>
#> 1 <TSLM>
#>
#> $`Best forecast`
#> <div id="yqwtxjxwiy" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
#> <style>#yqwtxjxwiy table {
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#> -moz-osx-font-smoothing: grayscale;
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#>
#> #yqwtxjxwiy thead, #yqwtxjxwiy tbody, #yqwtxjxwiy tfoot, #yqwtxjxwiy tr, #yqwtxjxwiy td, #yqwtxjxwiy th {
#> border-style: none;
#> }
#>
#> #yqwtxjxwiy p {
#> margin: 0;
#> padding: 0;
#> }
#>
#> #yqwtxjxwiy .gt_table {
#> display: table;
#> border-collapse: collapse;
#> line-height: normal;
#> margin-left: auto;
#> margin-right: auto;
#> color: #333333;
#> font-size: 16px;
#> font-weight: normal;
#> font-style: normal;
#> background-color: #FFFFFF;
#> width: auto;
#> border-top-style: solid;
#> border-top-width: 2px;
#> border-top-color: #A8A8A8;
#> border-right-style: none;
#> border-right-width: 2px;
#> border-right-color: #D3D3D3;
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
#> border-bottom-color: #A8A8A8;
#> border-left-style: none;
#> border-left-width: 2px;
#> border-left-color: #D3D3D3;
#> }
#>
#> #yqwtxjxwiy .gt_caption {
#> padding-top: 4px;
#> padding-bottom: 4px;
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#>
#> #yqwtxjxwiy .gt_title {
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#> font-size: 125%;
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#> padding-left: 5px;
#> padding-right: 5px;
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#> }
#>
#> #yqwtxjxwiy .gt_subtitle {
#> color: #333333;
#> font-size: 85%;
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#> padding-top: 3px;
#> padding-bottom: 5px;
#> padding-left: 5px;
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#>
#> #yqwtxjxwiy .gt_heading {
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#> border-left-style: none;
#> border-left-width: 1px;
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#> #yqwtxjxwiy .gt_bottom_border {
#> border-bottom-style: solid;
#> border-bottom-width: 2px;
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#> border-bottom-color: #D3D3D3;
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#> border-left-width: 1px;
#> border-left-color: #D3D3D3;
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#> border-right-color: #D3D3D3;
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#>
#> #yqwtxjxwiy .gt_col_heading {
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#>
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#> color: #333333;
#> background-color: #FFFFFF;
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#> text-transform: inherit;
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#>
#> #yqwtxjxwiy .gt_column_spanner_outer:first-child {
#> padding-left: 0;
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#>
#> #yqwtxjxwiy .gt_column_spanner_outer:last-child {
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#> border-bottom-style: solid;
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#> padding-right: 5px;
#> margin: 10px;
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#> border-top-width: 1px;
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#> border-left-color: #D3D3D3;
#> border-right-style: none;
#> border-right-width: 1px;
#> border-right-color: #D3D3D3;
#> vertical-align: middle;
#> overflow-x: hidden;
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#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Best Forecast using Linear 4</caption><!--html_preserve-->
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#>
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#>
#> $`Best forecast plot`
#>
#> $`Best innovation residuals`
#>
#> $`Best ACF`
#>
#> $`Best histogram of residuals`
#>
#> $`Best actual vs predicted`
#>
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#>
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#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <!--/html_preserve--><caption class='gt_caption'>Time series forecast accuracy, sorted by AICc</caption><!--html_preserve-->
#> <thead>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="a.model">.model</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="AICc">AICc</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="AIC">AIC</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="BIC">BIC</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers=".model" class="gt_row gt_left">Linear4</td>
#> <td headers="AICc" class="gt_row gt_right">103.9237</td>
#> <td headers="AIC" class="gt_row gt_right">103.5601</td>
#> <td headers="BIC" class="gt_row gt_right">110.3056</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Linear2</td>
#> <td headers="AICc" class="gt_row gt_right">106.4937</td>
#> <td headers="AIC" class="gt_row gt_right">106.3146</td>
#> <td headers="BIC" class="gt_row gt_right">110.8115</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Linear1</td>
#> <td headers="AICc" class="gt_row gt_right">125.5328</td>
#> <td headers="AIC" class="gt_row gt_right">117.8965</td>
#> <td headers="BIC" class="gt_row gt_right">149.3754</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Linear3</td>
#> <td headers="AICc" class="gt_row gt_right">128.5138</td>
#> <td headers="AIC" class="gt_row gt_right">122.0138</td>
#> <td headers="BIC" class="gt_row gt_right">151.2442</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Stochastic</td>
#> <td headers="AICc" class="gt_row gt_right">237.4514</td>
#> <td headers="AIC" class="gt_row gt_right">237.3917</td>
#> <td headers="BIC" class="gt_row gt_right">239.6258</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima4</td>
#> <td headers="AICc" class="gt_row gt_right">237.9581</td>
#> <td headers="AIC" class="gt_row gt_right">237.5944</td>
#> <td headers="BIC" class="gt_row gt_right">244.3399</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Deterministic</td>
#> <td headers="AICc" class="gt_row gt_right">237.9581</td>
#> <td headers="AIC" class="gt_row gt_right">237.5944</td>
#> <td headers="BIC" class="gt_row gt_right">244.3399</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima3</td>
#> <td headers="AICc" class="gt_row gt_right">239.5192</td>
#> <td headers="AIC" class="gt_row gt_right">238.9038</td>
#> <td headers="BIC" class="gt_row gt_right">247.8978</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier1</td>
#> <td headers="AICc" class="gt_row gt_right">240.0625</td>
#> <td headers="AIC" class="gt_row gt_right">239.1250</td>
#> <td headers="BIC" class="gt_row gt_right">250.3674</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier2</td>
#> <td headers="AICc" class="gt_row gt_right">242.5700</td>
#> <td headers="AIC" class="gt_row gt_right">240.7636</td>
#> <td headers="BIC" class="gt_row gt_right">256.5030</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier3</td>
#> <td headers="AICc" class="gt_row gt_right">245.2355</td>
#> <td headers="AIC" class="gt_row gt_right">242.2355</td>
#> <td headers="BIC" class="gt_row gt_right">262.4719</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier4</td>
#> <td headers="AICc" class="gt_row gt_right">248.7722</td>
#> <td headers="AIC" class="gt_row gt_right">244.2204</td>
#> <td headers="BIC" class="gt_row gt_right">268.9539</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier5</td>
#> <td headers="AICc" class="gt_row gt_right">252.8251</td>
#> <td headers="AIC" class="gt_row gt_right">246.3251</td>
#> <td headers="BIC" class="gt_row gt_right">275.5556</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima2</td>
#> <td headers="AICc" class="gt_row gt_right">255.3419</td>
#> <td headers="AIC" class="gt_row gt_right">247.7056</td>
#> <td headers="BIC" class="gt_row gt_right">279.1845</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Fourier6</td>
#> <td headers="AICc" class="gt_row gt_right">255.3419</td>
#> <td headers="AIC" class="gt_row gt_right">247.7056</td>
#> <td headers="BIC" class="gt_row gt_right">279.1845</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Arima1</td>
#> <td headers="AICc" class="gt_row gt_right">259.9482</td>
#> <td headers="AIC" class="gt_row gt_right">252.3118</td>
#> <td headers="BIC" class="gt_row gt_right">283.7908</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets1</td>
#> <td headers="AICc" class="gt_row gt_right">312.3874</td>
#> <td headers="AIC" class="gt_row gt_right">303.4985</td>
#> <td headers="BIC" class="gt_row gt_right">337.2260</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets2</td>
#> <td headers="AICc" class="gt_row gt_right">312.3874</td>
#> <td headers="AIC" class="gt_row gt_right">303.4985</td>
#> <td headers="BIC" class="gt_row gt_right">337.2260</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets3</td>
#> <td headers="AICc" class="gt_row gt_right">312.3874</td>
#> <td headers="AIC" class="gt_row gt_right">303.4985</td>
#> <td headers="BIC" class="gt_row gt_right">337.2260</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Ets4</td>
#> <td headers="AICc" class="gt_row gt_right">312.3874</td>
#> <td headers="AIC" class="gt_row gt_right">303.4985</td>
#> <td headers="BIC" class="gt_row gt_right">337.2260</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Holt_Winters_Multiplicative</td>
#> <td headers="AICc" class="gt_row gt_right">320.6129</td>
#> <td headers="AIC" class="gt_row gt_right">308.8437</td>
#> <td headers="BIC" class="gt_row gt_right">347.0681</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Holt_Winters_Damped</td>
#> <td headers="AICc" class="gt_row gt_right">330.2137</td>
#> <td headers="AIC" class="gt_row gt_right">316.8020</td>
#> <td headers="BIC" class="gt_row gt_right">357.2749</td></tr>
#> <tr><td headers=".model" class="gt_row gt_left">Holt_Winters_Additive</td>
#> <td headers="AICc" class="gt_row gt_right">370.4508</td>
#> <td headers="AIC" class="gt_row gt_right">358.6815</td>
#> <td headers="BIC" class="gt_row gt_right">396.9059</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>
#> $`Baseline data`
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#> <table class="gt_table" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
#> <thead>
#> <tr class="gt_heading">
#> <td colspan="2" class="gt_heading gt_title gt_font_normal gt_bottom_border" style>Minimum, mean and maximum statistics</td>
#> </tr>
#>
#> <tr class="gt_col_headings">
#> <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="Names">Names</th>
#> <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="Measures">Measures</th>
#> </tr>
#> </thead>
#> <tbody class="gt_table_body">
#> <tr><td headers="Names" class="gt_row gt_left">Mean value</td>
#> <td headers="Measures" class="gt_row gt_right">4.674138</td></tr>
#> <tr><td headers="Names" class="gt_row gt_left">Mean value 3 most recent</td>
#> <td headers="Measures" class="gt_row gt_right">4.133333</td></tr>
#> <tr><td headers="Names" class="gt_row gt_left">Minimum</td>
#> <td headers="Measures" class="gt_row gt_right">3.400000</td></tr>
#> <tr><td headers="Names" class="gt_row gt_left">Maximum</td>
#> <td headers="Measures" class="gt_row gt_right">14.800000</td></tr>
#> </tbody>
#>
#>
#> </table>
#> </div>
#>