---
title: "Supported sources"
output: rmarkdown::html_vignette
vignette: >
  %\VignetteIndexEntry{Supported sources}
  %\VignetteEngine{knitr::rmarkdown}
  %\VignetteEncoding{UTF-8}
---

```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>"
)
```

## Polar volume (PVOL) data

`get_pvol()` can read polar volume data from a number of sources. See the map for details.

```{r, echo=FALSE, message=FALSE}
require(leaflet)
require(rnaturalearth)
included_countries <- dplyr::tribble(
  ~code, ~description, ~time, ~supported, ~license, ~links,
    "sk", "Data is publicly available", "Data seems to be available for about one month","Readable","CC BY 4.0<sup>    <a href='https://data.europa.eu/data/datasets/https-data-gov-sk-set-4432e760-cb76-411e-883a-4ed4a182dee7'>1</a>    <a href='https://data.europa.eu/data/datasets/https-data-gov-sk-set-841fe874-0ce2-4dc9-96f4-a058d078dac5'>2</a>    <a href='https://data.europa.eu/data/datasets/https-data-gov-sk-set-1367914a-2847-420e-906e-4bdece18888a'>3</a>    <a href='https://data.europa.eu/data/datasets/https-data-gov-sk-set-07de9eb1-d329-43fd-ab44-c00c6dc91207'>4</a>  </sup>",c("Data source"="https://opendata.shmu.sk/meteorology/weather/radar/volume/"),
      "ro", "Data is publicly available", "Data seems to be available for about the last 4 days","Readable","CC BY 4.0<sup><a href='https://data.gov.ro/en/dataset/date-radare-meteorologice'>1</a></sup>",c("Data source"="https://opendata.meteoromania.ro/radar/"),
        "at", "Data is publicly available. There is only data for one radar that is not part of the odim network. The data can be downloaded using \"hochficht\" as radar code to `get_pvol`", "Data is available for about three days" ,"Readable","CC BY 4.0<sup><a href='https://data.hub.geosphere.at/dataset/radar_volumen_hochficht-v1-5min'>1</a></sup>",c("Data source"="https://public.hub.geosphere.at/public/datahub.html?id=radar_volumen_hochficht-v1-5min/filelisting"),
  "se", "Data is publicly available", "Data is only available for 24 hours","Readable","CC BY 4.0 SE<sup><a href='https://www.smhi.se/data/om-smhis-data/villkor-for-anvandning'>1</a></sup>",c("API documentation"="https://opendata.smhi.se/radar/api","Documentation of radar products"="https://www.smhi.se/data/sok-oppna-data-i-utforskaren/meteorologiska-observationer-radar-sverigekomposit-och-enskilda-volymer"),
  "us", "Data is available in an aws S3 bucket", NA, "Readable", "NOAA data disseminated through NODD are open to the public and can be used as desired<sup> <a href='https://registry.opendata.aws/noaa-nexrad/'>1</a>", c("Bucket" = "https://noaa-nexrad-level2.s3.amazonaws.com/index.html", "More info" = "https://www.ncei.noaa.gov/products/radar/next-generation-weather-radar"),
  "be", "Data is suggested to be opened into the future, it is however not yet accessible.", NA, "Information", NA, c("More info" = "https://opendata.meteo.be/geonetwork/srv/eng/catalog.search#/metadata/RMI_DATASET_JABBEKE_VOLUME"),
  "pl", "Volume data should be open according to a presentation by <a href='https://poster.easyabstract.it/ERAD2024/abstract/15550/161/884'>Groenemeijer et al</a> at erad2024. However no link is known by the authors of the package up to now.", NA, "Information", NA, list(),
  "fr", "Currently we have not implemented reading the bufr format", NA, "Not implemented", NA, list(),
  "nl", "For reading a special piece of converter software needs to be available. Furthermore for large datasets it might be advantagious to create a personal API key.", NA, "Readable", "CC BY 4.0<sup> <a href='https://dataplatform.knmi.nl/dataset/radar-volume-full-herwijnen-1-0'>1</a>, <a href='https://dataplatform.knmi.nl/dataset/radar-volume-denhelder-2-0'>2</a></sup>", list(),
  "fi", "Data are downloaded from an open S3 bucket. Only a small correction to the `hdf5` file is needed to read the files.", NA, "Readable", "CC BY 4.0<sup> <a href='https://en.ilmatieteenlaitos.fi/radar-data-on-aws-s3'>1</a></sup>", c("Data Documentation" = "https://en.ilmatieteenlaitos.fi/radar-data-on-aws-s3"),
  "dk", "An API key is needed to download the data. Furthermore in some cases the RHOHV parameter does not seem to reach 1.", "Only the last 6 months", "Readable", "CC BY 4.0<sup><a href='https://www.dmi.dk/friedata/dokumentation/terms-of-use#license'>1</a></sup>", c("Data description" = "https://www.dmi.dk/friedata/dokumentation/radar-data", "API description" = "https://www.dmi.dk/friedata/dokumentation/radar-data-api"),
  "de", "Data is downloaded from the unfiltered repository. Polar volumes are reconstructed from separate parameters", "Only the last three days", "Readable", NA, c("Data documentation" = "https://www.dwd.de/EN/ourservices/radar_products/radar_products.html", "Data availability"="https://www.dwd.de/DE/leistungen/radarniederschlag/rn_info/home_freie_radarstatus_kartendaten.html"),
  "cz", "Polar volumes are reconstructed from parameter specific polar volumes", "The last three days are available", "Readable", NA, c("Data description" = "https://opendata.chmi.cz/meteorology/weather/radar/radar_description_en.pdf"),
  "ee", "The repository seems to implement quite strict rate limiting therefore retries are implemented. However the http error 429 is still frequently returned.", NA, "Readable", NA, c("Data" = "https://avaandmed.keskkonnaportaal.ee/dhs/Active/documentList.aspx?ViewId=b92201f4-8b48-4d3a-b410-30c8ce4016d5")
) |>
  dplyr::left_join(
    rnaturalearth::ne_countries("medium") |>
      dplyr::mutate(key_lower = tolower(iso_a2_eh)),
    by = c(code = "key_lower")
  ) |>
  sf::st_as_sf() |>
  dplyr::rowwise() |>
  dplyr::mutate(
    supported = factor(supported),
    links_html = dplyr::if_else(
      length(links) == 0, "",
      paste(
        "<p><strong>Links: </strong><ul>",
        paste0("<li><a href='", links, "'>",
          names(links), "</a></li>",
          collapse = ""
        ), "</ul></p>"
      )
    )
  )

stopifnot(!any(is.na(included_countries$name)))
pal <- colorFactor("plasma", levels = unique(included_countries$supported))
labels <- glue::glue(
  "<h5>{included_countries$name}</h5><br/>
  <p>{included_countries$description}</p>
  {dplyr::if_else(!is.na(included_countries$time),
  paste('<p><strong>Temporal restrictions:</strong>',
  included_countries$time,'</p>'),'')}
  {dplyr::if_else(!is.na(included_countries$license),
  paste('<p><strong>License:</strong>',included_countries$license,'</p>'),'')}
  {included_countries$links_html}",
) %>% lapply(htmltools::HTML)
leaf <- leaflet(width = "100%") |>
  addTiles() |>
  addPolygons(
    opacity = 1,
    data = included_countries, color = "white", weight = 3,
    highlightOptions = highlightOptions(
      weight = 5,
      color = "#666",
      bringToFront = TRUE
    ), fillColor = ~ pal(supported),
    popup = labels
  ) |>
  setView(-30, 49, 2) |>
  addLegend("bottomright",
    pal = pal, values = unique(included_countries$supported),
    title = "Support level"
  )
library(htmltools)
browsable(
  tagList(list(
    tags$head(
      tags$style(
        ".leaflet-tooltip{ width: 150px; white-space: normal; }"
      )
    ),
    leaf
  ))
)
```

To get an overview of weather radar metadata, use `get_weather_radars()`.

## Vertical profile time series (VPTS) data

`get_vpts()` can read vertical profile data from the following sources. These sources correspond to different processing pipelines. They can, for example, use polar volumes that have been processed and filtered in different ways, for more details see [Shamoun-Baranes et al. (2020)](https://doi.org/10.1175/BAMS-D-21-0196.1). Multiple sources can thus contain data from from the same radar and time periods. For an overview of the coverage available use `get_vpts_coverage()` or explore the [article](https://aloftdata.github.io/getRad/articles/vpts_coverage.html) on the getRad webpage.

### baltrad, uva, ecog-04003

These data are stored on the Aloft bucket. The `baltrad` source covers most radars and longest time series, however data quality is more variable as polar volumes are sometimes filtered for biological signals before processing to vertical profiles. `uva` and `ecog-04003` are more curated datasets. See [details](https://aloftdata.eu/faq/#what-data-are-in-the-bucket).

### rmi

These data are provided by the Royal Meteorological Institute of Belgium (RMI). This dataset is restricted to Belgium and some radars in the surrounding countries. See [details](https://opendata.meteo.be/geonetwork/srv/eng/catalog.search#/metadata/RMI_DATASET_CROW).
