This data was first published as part of a journal article by (Greene et al. 2021) and contained in the supplemental material as a table in a DOCX file. The following summary table was produced from the data and the code is shown further below.
| Demand for faecal sludge emptying services | ||
| summarised for 175 countries | ||
| population | percent | |
|---|---|---|
| mechanized | 1,030,317,694 | 25% |
| no facility | 661,998,822 | 16% |
| non-mechanized | 1,784,240,549 | 43% |
| unemptiable | 681,220,088 | 16% |
| Total | 4,157,777,154 | 100% |
Installation
You can install fsmglobal from GitHub with:
# install.packages("devtools")
devtools::install_github("openwashdata/fsmglobal")Alternatively, you can download the individual datasets as a CSV or XLSX file from the table below.
| dataset | CSV | XLSX |
|---|---|---|
| fsmglobal | Download CSV | Download XLSX |
Data
The package provides access to one dataset.
The fsmglobal data set has 9 variables and 700 observations. For an overview of the variable names, see the following table.
fsmglobal| variable_name | variable_type | description |
|---|---|---|
| iso3c | character | International Standards Organization (ISO) 3-digit alphabetic codes. |
| country | character | Name of the country. |
| emptying_method | character | Type of faecal sludge emptying method for corresponding population in population_emptying_method. |
| population_2017 | numeric | Total country population in 2017. |
| population_emptying_method | numeric | Total population requiring faecal sludge emptying services for type of method identified in emptying_method. |
| count_pits_septics | numeric | Total number of pit latrines and septic tanks in country. |
| emptying_demand | numeric | Emptying demand as the proportion of population_emptying_method / population_2017. |
| urban_demand | numeric | Urban proportion of the emptying demand (share of population_emptying_method in urban areas). |
| rural_demand | numeric | Rural proportion of the emptying demand (share of population_emptying_method in rural areas). |
Examples
The code and table below show a summary for the demand for faecal sludge emptying services. Find this and more examples in vignette("examples").
tbl_emptying_demand_global <- fsmglobal |>
group_by(emptying_method) |>
summarise(
sum_population_emptying_method = sum(population_emptying_method)
) |>
mutate(
percent = sum_population_emptying_method /
sum(sum_population_emptying_method) * 100
)
tbl_emptying_demand_global |>
janitor::adorn_totals() |>
# use gt R package to prepare a table
gt(rowname_col = "emptying_method") |>
tab_header(title = md("**Demand for faecal sludge emptying services**"),
subtitle = "summarised for 175 countries") |>
fmt_number(columns = "sum_population_emptying_method", decimals = 0) |>
fmt_percent(columns = "percent", decimals = 0, scale_values = FALSE) |>
cols_label(sum_population_emptying_method = "population") | Demand for faecal sludge emptying services | ||
| summarised for 175 countries | ||
| population | percent | |
|---|---|---|
| mechanized | 1,030,317,694 | 25% |
| no facility | 661,998,822 | 16% |
| non-mechanized | 1,784,240,549 | 43% |
| unemptiable | 681,220,088 | 16% |
| Total | 4,157,777,154 | 100% |
License
Data are available as CC-BY.
Citation
Please cite using:
citation("fsmglobal")
#> To cite package 'fsmglobal' in publications use:
#>
#> Greene N, Hennessy S, Rogers T, Tsai J, de los Reyes III F, Schöbitz
#> L (2023). "fsmglobal: Global Faecal Sludge Emptying Services Demand."
#> doi:10.5281/zenodo.8208292 <https://doi.org/10.5281/zenodo.8208292>.
#> <https://github.com/openwashdata/fsmglobal>.
#>
#> A BibTeX entry for LaTeX users is
#>
#> @Misc{greene_etall:2023,
#> title = {fsmglobal: Global Faecal Sludge Emptying Services Demand},
#> author = {Nicola Greene and Sarah Hennessy and Tate W. Rogers and Jocelyn Tsai and Francis L. {de los Reyes III} and Lars Schöbitz},
#> year = {2023},
#> doi = {10.5281/zenodo.8208292},
#> url = {https://github.com/openwashdata/fsmglobal},
#> abstract = {Global faecal sludge emptying demand data for 175 countries and territories, based on 2017 population figures. Demand is quantified by the population served by one of four emptying methods (mechanized, non-mechanized, unemptiable, no facility). The demand is disaggregated into urban and rural proportions.},
#> keywords = {open data,washdata,faecal sludge management,emptying services,sanitation,demand,low- and middle-income countries,global,faecal,faecal-sludge-emptying,open-data,open-datasets,open-research-data,population-data,r},
#> version = {0.0.1},
#> }References
Greene, Nicola, Sarah Hennessy, Tate W. Rogers, Jocelyn Tsai, and Francis L. de los Reyes III. 2021. “The Role of Emptying Services in Provision of Safely Managed Sanitation: A Classification and Quantification of the Needs of LMICs.” Journal of Environmental Management 290 (July): 112612. https://doi.org/10.1016/j.jenvman.2021.112612.