With the update of the Comtrade API by the United Nations, this package has undergone a comprehensive rewrite. Most functions that were available have been deprecated and there are breaking changes also in the names of arguments and possible parameter values.
With the below examples, we hope to make the transition a little easier. Most of the design principles of the package have remained similar.
The most important changes can be summarized in that the package: - extensively checks parameters for validity before submitting them - allows iso3 standardized country codes as inputs - queries the new parameters the UN added, such as a mode of transport.
You will see that most other things have stayed more or less the same and the transition will be a breeze! 💨
#### Previously q <- ct_search(reporters = "USA", partners = c("Germany", "France", "Japan", "Mexico"), trade_direction = "imports") #### Now q <- ct_get_data(reporter = "USA", partner = c("DEU", "FRA", "JPN", "MEX"), flow_direction = "import", start_date = 2020, end_date = 2023)
#### Previously # Get all monthly data for a single year (API max of 12 months per call). q <- ct_search(reporters = "USA", partners = c("Germany", "France", "Japan", "Mexico"), trade_direction = "imports", start_date = 2012, end_date = 2012, freq = "monthly") # monthly data for a specific span of months (API max of five months per call). q <- ct_search(reporters = "USA", partners = c("Germany", "France", "Japan", "Mexico"), trade_direction = "imports", start_date = "2012-03", end_date = "2012-07", freq = "monthly") #### Now # Get all monthly data for a single year (API max of 12 months per call). q <- ct_get_data(reporter = "USA", partner = c("DEU", "FRA", "JPN", "MEX"), flow_direction = "import", start_date = 2012, end_date = 2012, frequency = "M" ) # monthly data for a specific span of months (API max of five months per call). q <- ct_get_data(reporter = "USA", partner = c("DEU", "FRA", "JPN", "MEX"), flow_direction = "import", start_date = "2012-03", end_date = "2012-07", frequency = "M" )
Countries passed to parameters reporters
and partners
must be
spelled as they appear in the Comtrade country reference table.
Function ct_country_lookup
allows us to query the country reference table.
ct_country_lookup("korea", "reporter") ct_country_lookup("bolivia", "partner") q <- ct_search(reporters = "Rep. of Korea", partners = "Bolivia (Plurinational State of)", trade_direction = "all")
No need to specify the Comtrade country name, just use iso3 codes,
as you can extract them from a myriad of other packages, e.g.
countrycodes
, rnaturalearth
or giscoR
.
asia <- countrycode::codelist |> poorman::filter(un.region.name == "Asia") |> poorman::pull(iso3c) q <- ct_get_data(reporter = asia, partner = c("DEU", "FRA", "JPN", "MEX"), flow_direction = "import", start_date = 2012, end_date = 2012, frequency = "M" )
This has not changed!
Search trade related to specific commodities (say, tomatoes). We can query the Comtrade commodity reference table to see all of the different commodity descriptions available for tomatoes.
ct_commodity_lookup("tomato")
If we want to search for shipment data on all of the commodity descriptions
listed, then we can simply adjust the parameters for ct_commodity_lookup
so that it will return only the codes, which can then be passed
along to ct_search
.
tomato_codes <- ct_commodity_lookup("tomato", return_code = TRUE, return_char = TRUE)
v_data_7 <- system.file("extdata", "vignette_data_7.rda", package = "comtradr") if (!file.exists(v_data_7)) { stop("internal vignette data set '~/extdata/vignette_data_7.rda' not found", call. = FALSE) } load(v_data_7)
#### Previously # The url of the API call. attributes(q)$url # The date-time of the API call. attributes(q)$time_stamp # The total duration of the API call, in seconds. attributes(q)$req_duration
#### Now # The url of the API call. attributes(q)$url # The date-time of the API call. attributes(q)$time # The total duration of the API call, in seconds is not returned anymore!
comtradr
ships with a few different package data objects, and functions for
interacting with and using the package data.
The package data was mostly stored in different databases and had to be queried and updated separately. See below:
ct_update_databases() ct_commodity_db_type()
All package data can be referenced from one function, which automatically
includes the update
possibility.
## to get the parameter values for the mode_of_transport argument ct_get_ref_table("mode_of_transport") ## to get the parameter values for the partner argument ct_get_ref_table("partner") ## to update the parameter reference for the partner argument ct_get_ref_table("partner", update = T) ## to get any commodity classification scheme, just pass in the code ## you would use in commodity_classification ct_get_ref_table("HS")
Previously there were polished column names, that were handy for plotting, because they were human readable. This is no longer an included functionality.
# Apply polished column headers q <- ct_use_pretty_cols(q)
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