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Introduction

saros (Semi-Automatic Reporting of Ordinary Surveys) is an R package designed to handle repeating surveys within the same project that occur annually or biannually. It aims to automate the process of summarizing and reporting on survey data, helping researchers save time and maintain consistency across survey iterations. Specifically, SAROS produces highly customizable figures, text, analyses and reports for a batch of possible dependent-independent relations of possible interest.

Connection to the Astronomical concept of Saros

The term “saros” also refers to a cyclical phenomenon in astronomy known as the Saros cycle, which represents a period of approximately 18 years, 11 days, and 8 hours. After one Saros, the Sun, Earth, and Moon return to approximately the same relative positions, leading to a similar eclipse.

  • Cyclical occurrences: Both versions of SAROS refer to cyclical events that recur at regular intervals. In the case of the R package, it relates to surveys that are repeated annually or biannually, while in astronomy, it refers to the recurring pattern of eclipses.

  • Consistency: The SAROS R package aims to maintain consistency in reporting and analysis across survey iterations, just as the astronomical Saros cycle represents a predictable pattern in the occurrence of solar and lunar eclipses.

  • Time-saving: The SAROS R package is designed to automate and streamline the process of summarizing and reporting on survey data, saving researchers time and effort. Similarly, the Saros cycle is a useful tool for astronomers to predict and plan for future eclipses, making it easier to study these events without having to make complex calculations each time.

Installation

The development version from GitHub with:

install.packages("pak")
pak::pak("sda030/saros")

Initialize a social science project

### CURRENTLY NOT WORKING. MOVE TO ANOTHER PACKAGE?
#> saros::initialize(folder = getwd())
# Define temporary folder for storing the elements
library(saros)
output_index_qmd <-
  draft_report(chapter_overview = ex_survey_ch_overview, 
             data = ex_survey1, 
             mesos_var = "f_uni",
             path = tempdir()
             )
#> Refining chapter_overview...                             Generating report ...Generating chapter 2 Ambivalence                                 Generating report ...Generating chapter 3 Big mysteries                                   Generating report ...Generating chapter 4 Confidence                                Generating report ...Generating flexi-app Generating flexi-app
#> Generating report ...
#> 39.8 2.1 59.17 NA NA
#> 
quarto::quarto_render(output_index_qmd, as_job = FALSE)
#> 
#> 
#> processing file: index.qmd
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#> 3/129                                                                                                          
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#> 5/129                                                                                                          
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#> 7/129                                                                                                          
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#> 9/129                                                                                                          
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#> 11/129                                                                                                          
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#> 13/129                                                                                                          
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#> 15/129                                                                                                          
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#> 17/129                                                                                                          
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#> 19/129                                                                                                          
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#> 21/129                                                                                                          
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#> 23/129                                                                                                          
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#> 25/129                                                                                                          
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#> 27/129                                                                                                          
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#> 29/129                                                                                                          
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#> 31/129                                                                                                          
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#> 33/129                                                                                                          
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#> 35/129                                                                                                          
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#> 37/129                                                                                                          
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#> 39/129                                                                                                          
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#> 41/129                                                                                                          
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#> 43/129                                                                                                          
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#> 45/129                                                                                                          
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#> 47/129                                                                                                          
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#> 49/129                                                                                                          
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#> 51/129                                                                                                          
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#> 53/129                                                                                                          
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#> 55/129                                                                                                          
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#> 57/129                                                                                                          
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#> 59/129                                                                                                          
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#> 61/129                                                                                                          
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#> 63/129                                                                                                          
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#> 65/129                                                                                                          
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#> 67/129                                                                                                          
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#> 69/129                                                                                                          
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#> 71/129                                                                                                          
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#> 73/129                                                                                                          
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#> 75/129                                                                                                          
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#> 77/129                                                                                                          
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#> 79/129                                                                                                          
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#> 81/129                                                                                                          
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#> 83/129                                                                                                          
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#> 85/129                                                                                                          
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#> 87/129                                                                                                          
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#> 89/129                                                                                                          
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#> 91/129                                                                                                          
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#> 93/129                                                                                                          
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#> 95/129                                                                                                          
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#> 97/129                                                                                                          
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#> 99/129                                                                                                          
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#> 101/129                                                                                                          
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#> 103/129                                                                                                          
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#> 105/129                                                                                                          
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#> 107/129                                                                                                          
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#> 109/129                                                                                                          
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#> 111/129                                                                                                          
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#> 113/129                                                                                                          
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#> 115/129                                                                                                          
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#> 117/129                                                                                                          
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#> 119/129                                                                                                          
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#> 121/129                                                                                                          
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#> 123/129                                                                                                          
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#> 125/129                                                                                                          
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#> 127/129                                                                                                          
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#> 129/129                                                                                                          
#> output file: index.knit.md
#> 
#> pandoc 
#>   to: html
#>   output-file: index.html
#>   standalone: true
#>   section-divs: true
#>   html-math-method: mathjax
#>   wrap: none
#>   default-image-extension: png
#>   
#> metadata
#>   document-css: false
#>   link-citations: true
#>   date-format: long
#>   lang: en
#>   title: Report
#>   authors:
#>     - Agatha Christie
#>     - Mark Twain
#>     - Stephen King
#>   
#> [WARNING] This document format requires a nonempty <title> element.
#>   Defaulting to 'quarto-input0c68d3c9' as the title.
#>   To specify a title, use 'title' in metadata or --metadata title="...".
#> Output created: index.html
if(interactive()) {
  browseURL(output_index_qmd)
  browseURL(fs::path(tempdir(), "index.html"))
}
# Define temporary folder for storing the elements
library(saros)
output_index_qmd <-
  draft_report(chapter_overview = 
                 dplyr::mutate(ex_survey_ch_overview, 
                               indep = ifelse(.data$indep == "x1_sex",
                                              "x1_sex,x2_human", 
                                              .data$indep)),
              data = ex_survey1[ex_survey1$f_uni %in% c("Uni of A", "Uni of B"), ], 
               title = "My first report - ",
               mesos_var = "f_uni",
               label_separator = " - ",
               name_separator = "_",
              groupby = c("chapter", ".element_name", ".variable_label_prefix"),
               index_filename = "main_index.qmd",
               data_label = "percentage_bare",
               always_show_bi_for_by = "x1_sex",
               totals = TRUE,
               hide_label_if_prop_below = .05, 
               hide_test_if_n_below = 10,
               mesos_first = TRUE,
               colour_palette = nifutheme::nifu_cols(),
               digits = 0,
               data_label_decimal_symbol = ",",
             path = tempdir())
#> Refining chapter_overview... Generating report ...Generating chapter 2
#> Ambivalence Generating report ...Generating chapter 3 Big mysteries Generating
#> report ...Generating chapter 4 Confidence
#> Warning: Fewer colours in user-provided colour palette than needed.
#> Fewer colours in user-provided colour palette than needed.
#> Fewer colours in user-provided colour palette than needed.
#> Fewer colours in user-provided colour palette than needed.
#>                                 Generating report ...Generating flexi-app Generating flexi-app
#> Generating report ...
#> 44.01 2.31 58.63 NA NA
#> 
system.time(
  for(file in output_index_qmd) {
    quarto::quarto_render(file, as_job = TRUE)
  }
  )
#> 
#> 
#> processing file: main_index.qmd
#> 1/147                                                                                                          
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#> 3/147                                                                                                          
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#> 5/147                                                                                                          
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#> 7/147                                                                                                          
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#> 9/147                                                                                                          
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#> 11/147                                                                                                          
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#> 13/147                                                                                                          
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#> 15/147                                                                                                          
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#> 17/147                                                                                                          
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#> 19/147                                                                                                          
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#> 21/147                                                                                                          
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#> 23/147                                                                                                          
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#> 25/147                                                                                                          
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#> 27/147                                                                                                          
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#> 29/147                                                                                                          
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#> 31/147                                                                                                          
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#> 33/147                                                                                                          
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#> 35/147                                                                                                          
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#> 37/147                                                                                                          
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#> 39/147                                                                                                          
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#> 41/147                                                                                                          
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#> 43/147                                                                                                          
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#> 45/147                                                                                                          
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#> 47/147                                                                                                          
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#> 49/147                                                                                                          
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#> 51/147                                                                                                          
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#> 53/147                                                                                                          
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#> 55/147                                                                                                          
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#> 57/147                                                                                                          
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#> 59/147                                                                                                          
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#> 61/147                                                                                                          
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#> 63/147                                                                                                          
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#> 65/147                                                                                                          
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#> 67/147                                                                                                          
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#> 69/147                                                                                                          
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#> 71/147                                                                                                          
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#> 73/147                                                                                                          
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#> 75/147                                                                                                          
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#> 77/147                                                                                                          
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#> 79/147                                                                                                          
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#> 81/147                                                                                                          
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#> 83/147                                                                                                          
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#> 85/147                                                                                                          
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#> 87/147                                                                                                          
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#> 89/147                                                                                                          
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#> 91/147                                                                                                          
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#> 93/147                                                                                                          
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#> 95/147                                                                                                          
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#> 97/147                                                                                                          
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#> 99/147                                                                                                          
#> 100/147 [fig-html_b_1_b_2_b_3_Others_BY_x2_human_374]                                                            
#> 101/147                                                                                                          
#> 102/147 [fig-pdf_b_1_b_2_b_3_Others_BY_x2_human_994]                                                             
#> 103/147                                                                                                          
#> 104/147 [fig-html_p_1_p_2_p_3_p_4_Others_BY_x2_human_410]                                                        
#> 105/147                                                                                                          
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#> 107/147                                                                                                          
#> 108/147 [fig-html_b_1_b_2_b_3_Others_BY_x2_human_923]                                                            
#> 109/147                                                                                                          
#> 110/147 [fig-pdf_b_1_b_2_b_3_Others_BY_x2_human_824]                                                             
#> 111/147                                                                                                          
#> 112/147 [tbl-p_1_p_2_p_3_p_4_Others_BY_x2_human_364]                                                             
#> 113/147                                                                                                          
#> 114/147 [tbl-b_1_b_2_b_3_Others_BY_x2_human_468]                                                                 
#> 115/147                                                                                                          
#> 116/147 [tbl-p_1_p_2_p_3_p_4_Others_BY_ALL_INDEP_482]                                                            
#> 117/147                                                                                                          
#> 118/147 [tbl-b_1_b_2_b_3_Others_BY_ALL_INDEP_931]                                                                
#> 119/147                                                                                                          
#> 120/147 [fig-html_uni_cat_prop_plot_Rate_your_degree_of_confidence_doing_the_following_Others_335]               
#> 121/147                                                                                                          
#> 122/147 [fig-pdf_uni_cat_prop_plot_Rate_your_degree_of_confidence_doing_the_following_Others_519]                
#> 123/147                                                                                                          
#> 124/147 [fig-html_uni_cat_prop_plot_How_often_do_you_do_the_following__Others_407]                               
#> 125/147                                                                                                          
#> 126/147 [fig-pdf_uni_cat_prop_plot_How_often_do_you_do_the_following__Others_625]                                
#> 127/147                                                                                                          
#> 128/147 [fig-html_uni_cat_freq_plot_Rate_your_degree_of_confidence_doing_the_following_Others_648]               
#> 129/147                                                                                                          
#> 130/147 [fig-pdf_uni_cat_freq_plot_Rate_your_degree_of_confidence_doing_the_following_Others_837]                
#> 131/147                                                                                                          
#> 132/147 [fig-html_uni_cat_freq_plot_How_often_do_you_do_the_following__Others_393]                               
#> 133/147                                                                                                          
#> 134/147 [fig-pdf_uni_cat_freq_plot_How_often_do_you_do_the_following__Others_595]                                
#> 135/147                                                                                                          
#> 136/147 [tbl-uni_cat_table_Rate_your_degree_of_confidence_doing_the_following_Others_224]                        
#> 137/147                                                                                                          
#> 138/147 [tbl-uni_cat_table_How_often_do_you_do_the_following__Others_654]                                        
#> 139/147                                                                                                          
#> 140/147 [tbl-uni_sigtest_Rate_your_degree_of_confidence_doing_the_following_Others_023]                          
#> 141/147                                                                                                          
#> 142/147 [tbl-uni_sigtest_How_often_do_you_do_the_following__Others_724]                                          
#> 143/147                                                                                                          
#> 144/147 [tbl-d_1_d_2_d_3_d_4_Others_BY_ALL_INDEP_490]                                                            
#> 145/147                                                                                                          
#> 146/147 [tbl-e_1_e_2_e_3_e_4_Others_BY_ALL_INDEP_688]                                                            
#> 147/147                                                                                                          
#> output file: main_index.knit.md
#> 
#> pandoc 
#>   to: html
#>   output-file: main_index.html
#>   standalone: true
#>   section-divs: true
#>   html-math-method: mathjax
#>   wrap: none
#>   default-image-extension: png
#>   
#> metadata
#>   document-css: false
#>   link-citations: true
#>   date-format: long
#>   lang: en
#>   title: 'My first report - '
#>   authors:
#>     - Agatha Christie
#>     - Mark Twain
#>     - Stephen King
#>   
#> [WARNING] This document format requires a nonempty <title> element.
#>   Defaulting to 'quarto-input8024d7e4' as the title.
#>   To specify a title, use 'title' in metadata or --metadata title="...".
#> Output created: main_index.html
#>    user  system elapsed 
#>    0.00    0.02  519.32
if(interactive()) {
  browseURL(fs::path(tempdir(), "Uni of C", "Uni of C_main_index.html"))
}

Documentation

Please see the documentation.

Licence: saros is not free to use.

In contrast to many R packages, this package is NOT free to use for any Norwegian institution or person unless explicit written permission has been given by the author, or NIFU. For anyone else in the world, it is free to use for commercial and non-commercial purposes. However, reproduction is not allowed.

Code of Conduct

Please note that the saros project is released with a Contributor Code of Conduct. By contributing to this project, you agree to abide by its terms.