Package 'ColombiAPI'

Admitted Students to the Science Faculty, UNAL (2013-I)

Description

This dataset, admitted_students_df, is a data frame containing the admission scores and socio-demographic information of 445 students admitted to the seven careers of the Facultad de Ciencias at the Universidad Nacional de Colombia, Bogotá, for the first semester of 2013. It includes exam component scores, gender, socio-economic background, and other demographic attributes.

Usage

data(admitted_students_df)

Format

A data frame with 445 observations and 15 variables:

carr

Career or program admitted to (factor with 7 levels)

mate

Mathematics exam score (numeric)

cien

Science exam score (numeric)

soci

Social sciences exam score (numeric)

text

Textual reasoning exam score (numeric)

imag

Abstract/imagery reasoning exam score (numeric)

exam

Total exam score (numeric)

gene

Gender of the student (factor with 2 levels)

estr

Socio-economic stratum (factor with 3 levels)

orig

Origin or background classification (factor with 3 levels)

edad

Age group (factor with 4 levels)

niLE

Mother tongue indicator (factor with 2 levels)

niMa

Maternal education indicator (factor with 2 levels)

stra

Admission stratum or classification (factor with 7 levels)

age

Age of the student in years (numeric)

Details

The dataset name has been kept as 'admitted_students_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'df' indicates that the dataset is a data frame object. The original content has not been modified in any way.

Source

Data taken from the FactoClass package version 1.2.9

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Bogota Air Stations Coordinates

Description

This dataset, Bogota_airstations_df, is a data frame containing the coordinates of air quality measurement stations in Bogota, Colombia.

Usage

data(Bogota_airstations_df)

Format

A data frame with 10 observations and 3 variables:

ESTACION

Character string representing the name of the station.

X

Numeric value representing the X coordinate of the station.

Y

Numeric value representing the Y coordinate of the station.

Details

The dataset name has been kept as Bogota_airstations_df to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix '_df' indicates that the dataset is a data frame. The original content has not been modified in any way.

Source

Originally taken from the SpatFD package version 0.0.1

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Bogota Business Dates

Description

This dataset, Bogota_business_Date, is a Date object containing the business dates for Bogota, Colombia.

Usage

data(Bogota_business_Date)

Format

A Date object with 27,173 observations:

Bogota_business_Date

Date object representing the business dates in Bogota, Colombia, ranging between "1990-01-02" and "2100-12-31".

Details

The dataset name has been kept as Bogota_business_Date to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix '_Date' indicates that the dataset is an object of the Date class. The original content has not been modified in any way.

Source

Originally taken from the quantdates package version 2.0.4.

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Bogota Holidays Dates

Description

This dataset, Bogota_holidays_Date, is a Date object containing the official holidays of Bogota, Colombia.

Usage

data(Bogota_holidays_Date)

Format

A Date object with 1787 observations:

Bogota_holidays_Date

Date object representing the official holidays in Bogota, Colombia, ranging between "1990-01-01" and "2100-12-08".

Details

The dataset name has been kept as Bogota_holidays_Date to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix '_Date' indicates that the dataset is an object of the Date class. The original content has not been modified in any way.

Source

Originally taken from the quantdates package version 2.0.4. Holidays were created using the bizdays package.

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Bogota Malls Information

Description

This dataset, Bogota_malls_tbl_df, is a tibble containing detailed information about shopping malls located in Bogota, Colombia. It includes the mall names, physical addresses, web URLs, geographical coordinates, and the locality to which each mall belongs.

Usage

data(Bogota_malls_tbl_df)

Format

A tibble with 42 observations and 6 variables:

NAME

Character string representing the name of the shopping mall.

ADDRESS

Character string representing the physical address of the mall.

URL

Character string representing the web URL of the mall.

LATITUD

Numeric value representing the latitude of the mall.

LONGITUD

Numeric value representing the longitude of the mall.

LOCALIDAD

Character string representing the locality the mall belongs to.

Details

The dataset name has been kept as Bogota_malls_tbl_df to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble. The original content has not been modified in any way.

Source

Originally taken from Kaggle, url: https://www.kaggle.com/datasets/erik172/bogota-shopping-malls.

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WiFi Connectivity Zones in Bucaramanga (Spanish speaking)

Description

This dataset, Bucaramanga_wifi_tbl_df, is a tibble containing information about community WiFi connection zones in the municipality of Bucaramanga. It includes details such as the zone name, address, neighborhood, commune, urban or rural classification, department, municipality, and geographic coordinates. This dataset was taken from GOV.CO Datos Abiertos, last update on September 20, 2025.

Usage

data(Bucaramanga_wifi_tbl_df)

Format

A tibble with 82 observations and 9 variables:

NOMBRE ZONA WIFI

Name of the WiFi zone (character)

DIRECCION

Address of the WiFi zone (character)

BARRIO

Neighborhood of the WiFi zone (character)

COMUNA

Commune of the WiFi zone (character)

ZONA (URBANA/RURAL)

Urban or rural classification (character)

DEPARTAMENTO

Department where the zone is located (character)

MUNICIPIO

Municipality where the zone is located (character)

LATITUD

Latitude coordinate of the WiFi zone (character)

LONGITUD

Longitude coordinate of the WiFi zone (character)

Details

The dataset name has been kept as 'Bucaramanga_wifi_tbl_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble object. The original content has not been modified in any way.

Source

Data obtained from GOV.CO Datos Abiertos: https://www.datos.gov.co/Ciencia-Tecnolog-a-e-Innovaci-n/SERVICIO-DE-CONECTIVIDAD-ZONAS-WIFI/9n9m-2dqq/about_data

---

Cannabis Licenses Information

Description

This dataset, Cannabis_Licenses_tbl_df, is a tibble containing detailed information about cannabis-related licenses issued by the Ministry of Justice and Law in Colombia. It includes data on the number of received, denied, archived, modified, and granted licenses for cannabis cultivation, as well as the licenses issued for both psychoactive and non-psychoactive cannabis plants.

Usage

data(Cannabis_Licenses_tbl_df)

Format

A tibble with 92 observations and 10 variables:

Mes

Character string representing the month in which the data was recorded.

Solicitudes de licencias recibidas

Numeric value representing the number of license requests received.

Solicitudes Negadas

Numeric value representing the number of denied license requests.

Solicitudes Archivadas

Numeric value representing the number of archived license requests.

Solicitudes Modificadas

Numeric value representing the number of modified license requests.

Licencias Otorgadas

Numeric value representing the number of licenses granted.

Licencias expedidas de semillas para siembra

Numeric value representing the number of seed cultivation licenses issued.

Licencias expedidas de plantas cannabis psicoactivo

Numeric value representing the number of psychoactive cannabis plant cultivation licenses issued.

Licencias expedidas de plantas cannabis no psicoactivo

Numeric value representing the number of non-psychoactive cannabis plant cultivation licenses issued.

Año

Numeric value representing the year in which the data was recorded.

Details

The dataset name has been kept as Cannabis_Licenses_tbl_df to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble. The original content has not been modified in any way.

Source

Originally taken from Kaggle, url: https://www.kaggle.com/datasets/josetroyatoscano/licencias-cannabis-colombia-full-dataset-feb-2024

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Connected Devices in WiFi Zones of Cartagena (Spanish speaking)

Description

This dataset, Cartagena_wifi_tbl_df, is a tibble containing information about the number of devices connected in the public WiFi zones of the District of Cartagena. It includes the year, month, corregimiento or neighborhood, WiFi zone, and counts of connected devices by type (Other, Smartphone, Tablet, PC). The dataset was obtained from GOV.CO Datos Abiertos, last update on September 23, 2025.

Usage

data(Cartagena_wifi_tbl_df)

Format

A tibble with 468 observations and 8 variables:

AÑO

Year of the record (numeric)

MES

Month of the record (character)

CORREGIMIENTO/BARRIO

Name of the corregimiento or neighborhood (character)

ZONA WIFI

Name of the WiFi zone (character)

OTRO

Number of connected devices categorized as 'Other' (numeric)

SMARTPHONE

Number of connected smartphones (numeric)

TABLET

Number of connected tablets (numeric)

PC

Number of connected PCs (numeric)

Details

The dataset name has been kept as 'Cartagena_wifi_tbl_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble object. The original content has not been modified in any way.

Source

Data obtained from GOV.CO Datos Abiertos: https://www.datos.gov.co

---

Colombian Coffee 2016 Export/Import

Description

This dataset, Colombia_coffee_tbl_df, is a tibble containing detailed information about Colombian coffee exports and imports in 2016. It includes data on various factors such as trade flow, commodity codes, trade value, weight in kilograms, and information about the countries involved in the trade. The dataset is sourced from Kaggle and provides a comprehensive analysis of the foreign trade of Colombian coffee.

Usage

data(Colombia_coffee_tbl_df)

Format

A tibble with 106 observations and 35 variables:

Classification

Character string representing the classification of the coffee product.

Year

Numeric value representing the year of the data entry.

Period

Numeric value representing the period of the trade.

Period Desc.

Numeric value representing the period description.

Aggregate Level

Numeric value representing the aggregate level of the trade data.

Is Leaf Code

Numeric value indicating whether the trade involves a leaf product.

Trade Flow Code

Numeric value representing the trade flow code.

Trade Flow

Character string representing the flow of the trade, either export or import.

Reporter Code

Numeric value representing the code of the reporting country.

Reporter

Character string representing the reporting country.

Reporter ISO

Character string representing the ISO code of the reporting country.

Partner Code

Numeric value representing the code of the partner country.

Partner

Character string representing the partner country.

Partner ISO

Character string representing the ISO code of the partner country.

2nd Partner Code

Logical value indicating if there is a second partner country involved in the trade.

2nd Partner

Logical value indicating if there is a second partner country.

2nd Partner ISO

Logical value indicating if there is a second partner country's ISO code.

Customs Proc. Code

Logical value representing the customs procedure code.

Customs

Logical value indicating whether customs procedure information is available.

Mode of Transport Code

Logical value representing the mode of transport code.

Mode of Transport

Logical value indicating the mode of transport used in the trade.

Commodity Code

Character string representing the commodity code for coffee.

Commodity

Character string representing the commodity (coffee).

Qty Unit Code

Numeric value representing the quantity unit code.

Qty Unit

Character string representing the unit of quantity for the trade.

Qty

Logical value representing the quantity of coffee in the trade.

Alt Qty Unit Code

Logical value representing an alternative quantity unit code.

Alt Qty Unit

Numeric value representing an alternative quantity unit for the trade.

Alt Qty

Logical value representing an alternative quantity for the trade.

Netweight (kg)

Numeric value representing the net weight of the coffee in kilograms.

Gross weight (kg)

Logical value indicating the gross weight of the coffee in kilograms.

Trade Value (US)

Numeric value representing the trade value in US dollars.

CIF Trade Value (US)

Logical value representing the CIF trade value in US dollars.

FOB Trade Value (US)

Logical value representing the FOB trade value in US dollars.

Flag

Numeric value representing a flag for the dataset entry.

Details

The dataset name has been kept as Colombia_coffee_tbl_df to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble. The original content has not been modified in any way.

Source

Originally taken from Kaggle, url: https://www.kaggle.com/datasets/carlosbeltranv/colombian-coffee-2016

---

ColombiAPI: Access Colombian Data via APIs and Curated Datasets

Description

This package provides a comprehensive interface to access diverse public data about Colombia through multiple APIs and curated datasets. The package integrates four different APIs: API-Colombia for Colombian-specific data including geography, culture, tourism, and government information; World Bank API for economic and demographic indicators; Nager.Date for public holidays; and REST Countries API for general country information. Additionally, ColombiAPI includes curated datasets covering Bogota air stations, business and holiday dates, public schools, Colombian coffee exports, cannabis licenses, Medellin rainfall, malls in Bogota, as well as datasets on indigenous languages, student admissions and school statistics, forest liana mortality and more.

Details

ColombiAPI: Access Colombian Data via APIs and Curated Datasets

Access Colombian Data via APIs and Curated Datasets.

Author(s)

Maintainer: Renzo Caceres Rossi [email protected]

See Also

Useful links:

• https://github.com/lightbluetitan/colombiapi

---

Mortality of lianas (vines) in tropical forests

Description

This dataset, 'dead_lianas_df', is a data frame containing information on the mortality of vascular epiphytes (lianas) in tropical forests of the Colombian Andes. The study is part of the project "Diversity and dynamics of vascular epiphytes in Colombian Andes" supported by COLCIENCIAS (contract 2115-2013). The data corresponds to the first large-scale assessment of vascular epiphyte mortality in the neotropics.

Usage

data(dead_lianas_df)

Format

A data frame with 4,247 observations and 52 variables:

PlotSite

Plot site identifier (character)

Y.Plot

Y coordinate of the plot (numeric)

X.Plot

X coordinate of the plot (numeric)

PhoroNo

Phorophyte number (integer)

EpiFam

Epiphyte family (character)

EpiGen

Epiphyte genus (character)

cf.aff

Taxonomic uncertainty or affiliation (character)

Species

Epiphyte species name (character)

Author

Species author (character)

EpiAzi

Epiphyte azimuth (character)

BraAzi

Branch azimuth (integer)

EpiDisTru

Epiphyte distance from trunk (numeric)

EpiSize

Epiphyte size (numeric)

EpiAttHei

Epiphyte attachment height (numeric)

Date0

Initial survey date (Date)

Date1

Follow-up survey date (Date)

Location

Location name (character)

Mortality

Mortality status (factor with 2 levels)

MorCat

Mortality category (character)

Elevation

Elevation in meters (integer)

AP_bio12

Annual precipitation (integer)

PDM_bio14

Precipitation of driest month (integer)

PS_bio15

Precipitation seasonality (integer)

MDT_bio2

Mean diurnal temperature range (integer)

TS_bio4

Temperature seasonality (integer)

ATR_bio7

Annual temperature range (integer)

AET

Actual evapotranspiration (integer)

BasAre

Basal area (numeric)

BasAre5_10

Basal area of trees 5–10 cm DBH (numeric)

BasAre10

Basal area of trees $\ge$ 10 cm DBH (numeric)

Ind10

Number of individuals $\ge$ 10 cm DBH (integer)

Ind5

Number of individuals $\ge$ 5 cm DBH (numeric)

Ind5_10

Number of individuals 5–10 cm DBH (numeric)

Ind10_15

Number of individuals 10–15 cm DBH (integer)

Ind15_20

Number of individuals 15–20 cm DBH (integer)

Ind20_25

Number of individuals 20–25 cm DBH (integer)

Ind25_30

Number of individuals 25–30 cm DBH (integer)

Ind30

Number of individuals $\ge$ 30 cm DBH (integer)

TreeHei

Tree height (numeric)

MedHei

Median tree height (numeric)

MaxHei

Maximum tree height (numeric)

BranchNumb

Number of branches (integer)

MEAH

Mean epiphyte attachment height (numeric)

MEAH_sd

Standard deviation of mean epiphyte attachment height (numeric)

MSP

Mean species per phorophyte (integer)

MSP_sd

Standard deviation of mean species per phorophyte (integer)

Htree

Mean tree height (numeric)

Htree_sd

Standard deviation of mean tree height (numeric)

BranNum

Mean branch number (numeric)

BranNUm_sd

Standard deviation of branch number (numeric)

tree.id

Tree identifier (character)

dead

Tree mortality status (factor with 2 levels)

Details

The dataset name has been kept as 'dead_lianas_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'df' indicates that the dataset is a data frame object. The original content has not been modified in any way.

Source

Data taken from the biometrics package version 1.0.2

---

Digital Centers in Sucre (Spanish speaking)

Description

This dataset, digital_centers_tbl_df, is a tibble containing information about Digital Centers located in the department of Sucre. It includes details such as department name, municipality name, PDET status, name of the populated center, educational center name, start date of operation, end date of initial operation, and current status. The dataset was obtained from GOV.CO Datos Abiertos, last update on April 20, 2024.

Usage

data(digital_centers_tbl_df)

Format

A tibble with 475 observations and 8 variables:

NOMBRE DEPARTAMENTO

Name of the department (character)

NOMBRE MUNICIPIO

Name of the municipality (character)

PDET

PDET status (character)

NOMBRE CENTRO POBLADO

Name of the populated center (character)

NOMBRE SEDE EDUCATIVA

Name of the educational center (character)

FECHA INICIO DE OPERACIÓN

Start date of operation (character)

FIN DE OPERACIÓN INICIAL

End date of initial operation (character)

ESTADO

Current status of the center (character)

Details

The dataset name has been kept as 'digital_centers_tbl_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble object. The original content has not been modified in any way.

Source

Data obtained from GOV.CO Datos Abiertos: https://www.datos.gov.co/Ciencia-Tecnolog-a-e-Innovaci-n/Centros-Digitales-Sucre-/pwyn-md8n/about_data

---

"Advancing in Digital" Program Graduates (Spanish speaking)

Description

This dataset, digital_graduates_tbl_df, is a tibble containing information about graduates of the first cohort in the various courses of the "Avanzando en lo Digital" program, an initiative aimed at developing digital skills. It includes data such as year, age, gender, courses enrolled, zone, ethnicity, and socioeconomic stratum. The dataset was obtained from GOV.CO Datos Abiertos, last update on October 3, 2024.

Usage

data(digital_graduates_tbl_df)

Format

A tibble with 230 observations and 7 variables:

AÑO

Year of graduation (numeric)

EDAD

Age of the graduate (numeric)

GENERO

Gender of the graduate (character)

CURSOS INSCRITOS

Courses in which the graduate was enrolled (character)

ZONA

Geographical zone of the graduate (character)

ETNIA

Ethnicity of the graduate (character)

ESTRATO

Socioeconomic stratum of the graduate (numeric)

Details

The dataset name has been kept as 'digital_graduates_tbl_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble object. The original content has not been modified in any way.

Source

Data obtained from GOV.CO Datos Abiertos: https://www.datos.gov.co/Ciencia-Tecnolog-a-e-Innovaci-n/GRADUADOS-AVANZANDO-EN-LO-DIGITAL-PRIMERA-PROMOCIO/yfz9-fwqr/about_data

---

Non-Resident Foreign Visitors to Colombia (Spanish speaking)

Description

This dataset, foreign_visitors_tbl_df, is a tibble containing information about non-resident foreigners entering Colombia through various migration points. It includes data on the year, month, destination department, destination city, country of residence of the foreign visitor, and the number of non-resident foreigners. The dataset was obtained from GOV.CO Datos Abiertos, last update on September 25, 2025.

Usage

data(foreign_visitors_tbl_df)

Format

A tibble with 466,915 observations and 6 variables:

Año

Year of the record (numeric)

Mes

Month of the record (character)

Departamento

Destination department in Colombia (character)

Ciudad

Destination city in Colombia (character)

PaisOEEResidencia

Country of residence of the foreign visitor (character)

Cant Extranjeros no Residentes

Number of non-resident foreign visitors (numeric)

Details

The dataset name has been kept as 'foreign_visitors_tbl_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble object. The original content has not been modified in any way.

Source

Data obtained from GOV.CO Datos Abiertos: https://www.datos.gov.co/Comercio-Industria-y-Turismo/Extranjeros-No-Residentes/7wm8-w5ad/about_data

---

Departmental GDP Projection (Spanish speaking)

Description

This dataset, gdp_departments_tbl_df, is a tibble containing the projected Gross Domestic Product (GDP) at constant prices for the departments of Colombia, expressed in 2015 prices. It includes data such as year, economic activity, sector, price type, DIVIPOLA department code, department name, and GDP value in thousands of millions of pesos. The dataset was obtained from GOV.CO Datos Abiertos, last update on November 1, 2024.

Usage

data(gdp_departments_tbl_df)

Format

A tibble with 16,302 observations and 7 variables:

Año

Year of the record (numeric)

Actividad

Economic activity (character)

Sector

Sector of the economy (character)

Tipo de precios

Price type (character)

Código Departamento (DIVIPOLA)

DIVIPOLA code of the department (numeric)

Departamento

Name of the department (character)

Valor (miles de millones de pesos)

GDP value in thousands of millions of pesos (numeric)

Details

The dataset name has been kept as 'gdp_departments_tbl_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble object. The original content has not been modified in any way.

Source

Data obtained from GOV.CO Datos Abiertos: https://www.datos.gov.co/Econom-a-y-Finanzas/PIB-Departamental-con-proyecci-n/kgyi-qc7j/about_data

---

Get Colombia's Airports from API Colombia

Description

Retrieves comprehensive information about all Colombian airports from the API Colombia service. This function fetches data including airport names, codes, types, locations, and geographical coordinates for all airports across Colombia's departments.

Usage

get_colombia_airports()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message. Note: The API returns latitude and longitude values swapped, so this function corrects the coordinates by swapping them back to their correct positions.

Value

A tibble with the following columns:

• id: Airport identifier (integer)

• name: Airport name (character)

• iata_code: IATA airport code (character)

• oaci_code: ICAO airport code (character)

• type: Airport type (character)

• city: City where airport is located (character)

• department: Department where airport is located (character)

• latitude: Latitude coordinates (numeric)

• longitude: Longitude coordinates (numeric)

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/Airport

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_airports()
}

---

Get All Touristic Attractions of Colombia

Description

Retrieves selected information about touristic attractions in Colombia from the API Colombia. This function fetches the attraction ID, name, description, latitude, longitude, and city ID.

Usage

get_colombia_attractions()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: Attraction identifier (integer)

• name: Attraction name (character)

• description: Attraction description (character)

• latitude: Latitude coordinates (numeric)

• longitude: Longitude coordinates (numeric)

• cityId: City identifier (integer)

Returns NULL if the API request fails.

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/TouristicAttraction

See Also

GET, fromJSON, tibble

Examples

if (interactive()) {
  get_colombia_attractions()
}

---

Get Colombia's Under-5 Mortality Rate from World Bank

Description

Retrieves Colombia's under-5 mortality rate, measured as the number of deaths of children under five years of age per 1,000 live births, for the years 2010 to 2022 using the World Bank Open Data API. The indicator used is SH.DYN.MORT.

Usage

get_colombia_child_mortality()

Details

This function sends a GET request to the World Bank API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• indicator: Indicator name (e.g., "Mortality rate, under-5 (per 1,000 live births)")

• country: Country name ("Colombia")

• year: Year of the data (integer)

• value: Mortality rate (per 1,000 live births)

Note

Requires internet connection.

Source

World Bank Open Data API: https://data.worldbank.org/indicator/SH.DYN.MORT

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_child_mortality()
}

---

Get All Cities of Colombia

Description

Retrieves basic information about all cities in Colombia from the API Colombia. This function fetches only the city ID and name to provide a clean and concise dataset.

Usage

get_colombia_cities()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: City identifier (integer)

• name: City name (character)

Returns NULL if the API request fails.

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/City

See Also

GET, fromJSON, tibble

Examples

if (interactive()) {
  get_colombia_cities()
}

---

Get Colombia's Consumer Price Index (2010 = 100) from World Bank

Description

Retrieves Colombia's Consumer Price Index (CPI), with 2010 as the base year (index = 100), for the years 2010 to 2022 using the World Bank Open Data API. The indicator used is FP.CPI.TOTL.

Usage

get_colombia_cpi()

Details

This function sends a GET request to the World Bank API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• indicator: Indicator name (e.g., "Consumer price index (2010 = 100)")

• country: Country name ("Colombia")

• year: Year of the data (integer)

• value: Consumer Price Index (numeric, base year 2010 = 100)

Note

Requires internet connection.

Source

World Bank Open Data API: https://data.worldbank.org/indicator/FP.CPI.TOTL

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_cpi()
}

---

Get Colombia's Departments from API Colombia

Description

Retrieves comprehensive information about all Colombian departments from the API Colombia service. This function fetches data including department names, capitals, geographical information, area, population, and administrative details for all 32 departments plus Bogotá D.C.

Usage

get_colombia_departments()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: Department identifier (integer)

• name: Department name (character)

• capital: Capital city name (character)

• surface: Department area in km² (integer)

• population: Department population (integer)

• municipalities: Number of municipalities (integer)

• phone_prefix: Phone area code (character)

• region_id: Geographic region identifier (integer)

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/Department

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_departments()
}

---

Get Colombia's Energy Use (kg of oil equivalent per capita) from World Bank

Description

Retrieves Colombia's energy use per capita, measured in kilograms of oil equivalent, for the years 2010 to 2022 using the World Bank Open Data API. The indicator used is EG.USE.PCAP.KG.OE.

Usage

get_colombia_energy_use()

Details

This function sends a GET request to the World Bank API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• indicator: Indicator name (e.g., "Energy use (kg of oil equivalent per capita)")

• country: Country name ("Colombia")

• year: Year of the data (integer)

• value: Energy use in kilograms of oil equivalent per capita

Note

Requires internet connection.

Source

World Bank Open Data API: https://data.worldbank.org/indicator/EG.USE.PCAP.KG.OE

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_energy_use()
}

---

Get Colombia's GDP (current US$) from World Bank

Description

Retrieves Colombia's Gross Domestic Product (GDP) in current US dollars for the years 2010 to 2022 using the World Bank Open Data API. The indicator used is NY.GDP.MKTP.CD.

Usage

get_colombia_gdp()

Details

This function sends a GET request to the World Bank API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• indicator: Indicator name (e.g., "GDP (current US$)")

• country: Country name ("Colombia")

• year: Year of the data (integer)

• value: GDP in current US dollars

• value_label: Formatted GDP with commas (e.g., "1,800,000,000,000")

Note

Requires internet connection.

Source

World Bank Open Data API: https://data.worldbank.org/indicator/NY.GDP.MKTP.CD

See Also

GET, fromJSON, as_tibble, comma

Examples

if (interactive()) {
  get_colombia_gdp()
}

---

Get Official Public Holidays in Colombia for a Given Year

Description

Retrieves the list of official public holidays in Colombia for a specific year using the Nager.Date public holidays API. This function returns a tibble containing the date of the holiday, the name in the local language (Spanish), and the English name. It is useful for academic, planning, and data analysis purposes. The information is retrieved directly from the Nager.Date API and reflects the current status of holidays for the requested year. The field names returned are consistent with the API structure.

Usage

get_colombia_holidays(year)

Arguments

year	An integer indicating the year (e.g., 2024 or 2025).

Details

This function sends a GET request to the Nager.Date API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• date: Date of the holiday (class Date)

• local_name: Holiday name in the local language (Spanish)

• name: Holiday name in English

Note

Requires internet connection.

Source

Data obtained from the Nager.Date API: https://date.nager.at/

See Also

GET, fromJSON, tibble

Examples

if (interactive()) {
  get_colombia_holidays(2024)
}

---

Get Colombia's Hospital Beds (per 1,000 people) from World Bank

Description

Retrieves Colombia's number of hospital beds per 1,000 people for the years 2010 to 2022 using the World Bank Open Data API. The indicator used is SH.MED.BEDS.ZS.

Usage

get_colombia_hospital_beds()

Details

This function sends a GET request to the World Bank API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• indicator: Indicator name (e.g., "Hospital beds (per 1,000 people)")

• country: Country name ("Colombia")

• year: Year of the data (integer)

• value: Number of hospital beds per 1,000 people

Note

Requires internet connection.

Source

World Bank Open Data API: https://data.worldbank.org/indicator/SH.MED.BEDS.ZS

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_hospital_beds()
}

---

Get Invasive Species of Colombia

Description

Retrieves information about invasive species in Colombia from the API Colombia. This function fetches only selected fields: id, name, scientificName, commonNames, impact, manage, and riskLevel.

Usage

get_colombia_invasive_species()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: Species identifier (integer)

• name: Species common name (character)

• scientificName: Scientific name of the species (character)

• commonNames: List of common names (list)

• impact: Description of ecological impact (character)

• manage: Management recommendations (character)

• riskLevel: Risk level classification (character)

Returns NULL if the API request fails.

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/InvasiveSpecie

See Also

GET, fromJSON, tibble

Examples

if (interactive()) {
  get_colombia_invasive_species()
}

---

Get Colombia's Life Expectancy at Birth (Total, Years) from World Bank

Description

Retrieves Colombia's life expectancy at birth (total, years) for the years 2010 to 2022 using the World Bank Open Data API. The indicator used is SP.DYN.LE00.IN.

Usage

get_colombia_life_expectancy()

Details

This function sends a GET request to the World Bank API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• indicator: Indicator name (e.g., "Life expectancy at birth, total (years)")

• country: Country name ("Colombia")

• year: Year of the data (integer)

• value: Life expectancy at birth in years

Note

Requires internet connection.

Source

World Bank Open Data API: https://data.worldbank.org/indicator/SP.DYN.LE00.IN

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_life_expectancy()
}

---

Get Colombia's Adult Literacy Rate

Description

Retrieves Colombia's adult literacy rate ( for the years 2010 to 2022 using the World Bank Open Data API. The indicator used is SE.ADT.LITR.ZS.

Usage

get_colombia_literacy_rate()

Details

This function sends a GET request to the World Bank API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• indicator: Indicator name

• country: Country name ("Colombia")

• year: Year of the data (integer)

• value: Literacy rate as a percentage

Note

Requires internet connection.

Source

World Bank Open Data API: https://data.worldbank.org/indicator/SE.ADT.LITR.ZS

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_literacy_rate()
}

---

Get Native Communities of Colombia

Description

Retrieves information about Colombia's native communities from the API Colombia. This function fetches only selected fields: id, name, description, and languages.

Usage

get_colombia_native_communities()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: Community identifier (integer)

• name: Community name (character)

• description: Community description (character)

• languages: Languages spoken by the community (list)

Returns NULL if the API request fails.

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/NativeCommunity

See Also

GET, fromJSON, tibble

Examples

if (interactive()) {
  get_colombia_native_communities()
}

---

Get Natural Areas of Colombia

Description

Retrieves information about natural areas in Colombia from the API Colombia. This function fetches only selected fields: id, areaGroupId, categoryNaturalAreaId, name, departmentId, daneCode, and landArea.

Usage

get_colombia_natural_areas()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: Natural area identifier (integer)

• areaGroupId: Area group identifier (integer)

• categoryNaturalAreaId: Category identifier for the natural area (integer)

• name: Natural area name (character)

• departmentId: Department identifier (integer)

• daneCode: DANE statistical code (character)

• landArea: Land area in hectares (numeric)

Returns NULL if the API request fails.

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/NaturalArea

See Also

GET, fromJSON, tibble

Examples

if (interactive()) {
  get_colombia_natural_areas()
}

---

Get Colombia's Total Population from World Bank

Description

Retrieves Colombia's total population for the years 2010 to 2022 using the World Bank Open Data API. The indicator used is SP.POP.TOTL.

Usage

get_colombia_population()

Details

The function sends a GET request to the World Bank API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• indicator: Indicator name (e.g., "Population, total")

• country: Country name ("Colombia")

• year: Year of the data (integer)

• value: Population as a numeric value

• value_label: Formatted population with commas (e.g., "51,000,000")

Note

Requires internet connection. The data is retrieved in real time from the World Bank API.

Source

World Bank Open Data API: https://data.worldbank.org/indicator/SP.POP.TOTL

See Also

GET, fromJSON, as_tibble, comma

Examples

if (interactive()) {
  get_colombia_population()
}

---

Get Colombia's Presidents from API Colombia

Description

Retrieves comprehensive information about all Colombian presidents from 1886 to present from the API Colombia service. This function fetches data including names, political parties, government periods, descriptions, and biographical information for each president.

Usage

get_colombia_presidents()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: President identifier (integer)

• name: President's first name(s) (character)

• last_name: President's last name(s) (character)

• political_party: Political party affiliation (character)

• start_period_date: Start date of presidency (character, YYYY-MM-DD format)

• end_period_date: End date of presidency (character, YYYY-MM-DD format or NULL for current)

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/President

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_presidents()
}

---

Get Radios of Colombia from API Colombia

Description

Retrieves information about radio stations in Colombia from the API Colombia. This function fetches only the following fields: id, name, frequency, and band.

Usage

get_colombia_radios()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: Radio station identifier (integer)

• name: Radio station name (character)

• frequency: Broadcast frequency (numeric)

• band: Frequency band (e.g., AM, FM) (character)

Returns NULL if the API request fails.

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/Radio

See Also

GET, fromJSON, tibble

Examples

if (interactive()) {
  get_colombia_radios()
}

---

Get Colombia's Regions from API Colombia

Description

Retrieves comprehensive information about Colombia's six natural regions from the API Colombia service. This function fetches data including region names, descriptions, and identifiers for all Colombian regions: Caribe, Pacífico, Orinoquía, Amazonía, Andina, and Insular.

Usage

get_colombia_regions()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: Region identifier (integer)

• name: Region name (character)

• description: Detailed description of the region (character)

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/Region

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_regions()
}

---

Get Typical Dishes of Colombia from API Colombia

Description

Retrieves information about Colombia's typical dishes from the API Colombia. This function fetches only selected fields: id, name, and description.

Usage

get_colombia_typical_dishes()

Details

This function sends a GET request to the API Colombia service. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• id: Dish identifier (integer)

• name: Dish name (character)

• description: Dish description (character)

Returns NULL if the API request fails.

Note

Requires internet connection.

Source

API Colombia: https://api-colombia.com/api/v1/TypicalDish

See Also

GET, fromJSON, tibble

Examples

if (interactive()) {
  get_colombia_typical_dishes()
}

---

Get Colombia's Unemployment Rate (Total) from World Bank

Description

Retrieves Colombia's total unemployment rate, measured as a percentage of the total labor force, for the years 2010 to 2022 using the World Bank Open Data API. The indicator used is SL.UEM.TOTL.ZS.

Usage

get_colombia_unemployment()

Details

This function sends a GET request to the World Bank API. If the API request fails or returns an error status code, the function returns NULL with an informative message.

Value

A tibble with the following columns:

• indicator: Indicator name (e.g., "Unemployment, total (

• country: Country name ("Colombia")

• year: Year of the data (integer)

• value: Unemployment rate as a numeric value (percentage)

Note

Requires internet connection.

Source

World Bank Open Data API: https://data.worldbank.org/indicator/SL.UEM.TOTL.ZS

See Also

GET, fromJSON, as_tibble

Examples

if (interactive()) {
  get_colombia_unemployment()
}

---

Get Key Country Information for Colombia from the REST Countries API

Description

Retrieves selected, essential information about Colombia using the REST Countries API. The function returns a tibble with core details such as population, area, capital, region, and official language(s).

See the API documentation at https://restcountries.com/. Example API usage: https://restcountries.com/v3.1/name/colombia?fullText=true.

Usage

get_country_info_co()

Details

The function sends a GET request to the REST Countries API. If the API returns data for Colombia, the function extracts and returns selected fields as a tibble. If the request fails or Colombia is not found, it returns NULL and prints a message.

Value

A tibble with the following 8 columns:

• name_common: Common name of the country.

• name_official: Official name of the country.

• region: Geographical region.

• subregion: Subregion within the continent.

• capital: Capital city.

• area: Area in square kilometers.

• population: Population of the country.

• languages: Languages spoken in the country, as a comma-separated string.

Note

Requires internet connection. The data is retrieved in real time from the REST Countries API.

Source

REST Countries API: https://restcountries.com/

Examples

if (interactive()) {
  get_country_info_co()
}

---

Comparative Vocabulary for Colombia's Indigenous Languages

Description

This dataset, indigenous_vocabulary_df, is a data frame containing a comparative vocabulary (a "wordlist") for 69 indigenous languages of Colombia, originally compiled by Huber & Reed (1992). The dataset provides lexical correspondences across multiple languages, supporting linguistic, anthropological, and historical research.

Usage

data(indigenous_vocabulary_df)

Format

A data frame with 27,521 observations and 4 variables:

CONCEPT

Gloss or concept represented in the wordlist (factor with 366 levels)

COUNTERPART

Word corresponding to the concept in the given language (character)

DOCULECT

Name of the language or variety (factor with 71 levels)

TOKENS

Tokenized form of the counterpart (character)

Details

The dataset name has been kept as 'indigenous_vocabulary_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'df' indicates that the dataset is a data frame object. The original content has not been modified in any way.

Source

Data taken from the qlcMatrix package version 0.9.9

---

Medellin Rainfall Information

Description

This dataset, Medellin_rain_tbl_df, is a tibble containing information about rainfall measurements in Medellin, Colombia, including station identifiers, geographical coordinates, date of observation, and rainfall values.

Usage

data(Medellin_rain_tbl_df)

Format

A tibble with 185,705 observations and 8 variables:

station_id

Numeric identifier for the rain observation station.

lat

Numeric value representing the latitude of the station.

lon

Numeric value representing the longitude of the station.

date

Date of the rainfall observation.

year

Numeric year of the observation.

month

Numeric month of the observation.

day

Numeric day of the observation.

rainfall

Numeric value representing the amount of rainfall in millimeters.

Details

The dataset name has been kept as Medellin_rain_tbl_df to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble. The original content has not been modified in any way.

Source

Originally taken from the tidychangepoint package version 0.0.1.

---

Municipalities of Colombia (Spanish speaking)

Description

This dataset, municipalities_tbl_df, is a tibble containing the list of municipalities of Colombia and their corresponding departments, ordered alphabetically.

Usage

data(municipalities_tbl_df)

Format

A tibble with 1,141 observations and 2 variables:

Departamento

Name of the department (character)

Municipio

Name of the municipality (character)

Details

The dataset name has been kept as 'municipalities_tbl_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble object. The original content has not been modified in any way.

Source

Data obtained from Kaggle: https://www.kaggle.com/datasets/cavp95/municipios-colombia

---

Departments by Levels of Schools in Colombia

Description

This dataset, school_levels_df, is a data frame containing a contingency table that classifies schools in Colombia by department and level of performance of their students. The dataset summarizes counts of schools across different performance categories in three main subjects: communication, mathematics, and science.

Usage

data(school_levels_df)

Format

A data frame with 29 observations and 12 variables:

Cinferior

Number of schools with communication results at the inferior level (numeric)

Cbajo

Number of schools with communication results at the low level (numeric)

Cmedio

Number of schools with communication results at the medium level (numeric)

Calto

Number of schools with communication results at the high level (numeric)

Minferior

Number of schools with mathematics results at the inferior level (numeric)

Mbajo

Number of schools with mathematics results at the low level (numeric)

Mmedio

Number of schools with mathematics results at the medium level (numeric)

Malto

Number of schools with mathematics results at the high level (numeric)

Tinferior

Number of schools with science results at the inferior level (numeric)

Tbajo

Number of schools with science results at the low level (numeric)

Tmedio

Number of schools with science results at the medium level (numeric)

Talto

Number of schools with science results at the high level (numeric)

Details

The dataset name has been kept as 'school_levels_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'df' indicates that the dataset is a data frame object. The original content has not been modified in any way.

Source

Data taken from the FactoClass package version 1.2.9

---

Tulua Public Schools Information

Description

This dataset, Tulua_Public_Schools_tbl_df, is a tibble containing detailed information about public schools located in the municipality of Tulua, Valle del Cauca, Colombia. It includes the name, location, contact information, and the geographical coordinates of each institution, as well as specific details about each school and its facilities.

Usage

data(Tulua_Public_Schools_tbl_df)

Format

A tibble with 105 observations and 8 variables:

COD_DANE_INS

Numeric code representing the educational institution's DANE code.

INSTITUCION

Character string representing the name of the public school.

SEDE

Character string representing the name of the specific school location or branch.

COD_DANE_SEDE

Numeric code representing the DANE code of the specific school branch.

TELEFONO

Character string representing the phone number of the school.

CORREOS

Character string representing the email addresses of the school.

DIRECCIÓN

Character string representing the physical address of the school.

CORDE_GEO

Character string representing the geographical coordinates of the school.

Details

The dataset name has been kept as Tulua_Public_Schools_tbl_df to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble. The original content has not been modified in any way.

Source

Originally taken from GOV.CO, url: https://www.datos.gov.co/Educaci-n/Listado-de-colegios-p-blicos-del-municipio-de-Tulu/scz9-f8ud/about_data

---

Vehicle Count: Cars and Motorcycles (Spanish speaking)

Description

This dataset, vehicle_count_tbl_df, is a tibble containing information from a license plate recognition camera system designed to generate trends and metrics for traffic management decision-making. It includes data on the date, sensor name, type of vehicle, and the number of vehicles counted. The dataset was obtained from GOV.CO Datos Abiertos, last update on March 26, 2024.

Usage

data(vehicle_count_tbl_df)

Format

A tibble with 262,114 observations and 4 variables:

Fecha

Date of the record (character)

Nombre Sensor

Name of the sensor capturing the data (character)

Tipo Vehiculo

Type of vehicle (Cars, Motorcycles, etc.) (character)

Cantidad

Number of vehicles counted (numeric)

Details

The dataset name has been kept as 'vehicle_count_tbl_df' to avoid confusion with other datasets in the R ecosystem. This naming convention helps distinguish this dataset as part of the ColombiAPI package and assists users in identifying its specific characteristics. The suffix 'tbl_df' indicates that the dataset is a tibble object. The original content has not been modified in any way.

Source

Data obtained from GOV.CO Datos Abiertos: https://www.datos.gov.co/Ciencia-Tecnolog-a-e-Innovaci-n/Conteo-de-Autos-y-Motos/s53k-ztax/about_data

---

View Available Datasets in ColombiAPI

Description

This function lists all datasets available in the 'ColombiAPI' package. If the 'ColombiAPI' package is not loaded, it stops and shows an error message. If no datasets are available, it returns a message and an empty vector.

Usage

view_datasets_ColombiAPI()

Value

A character vector with the names of the available datasets. If no datasets are found, it returns an empty character vector.

Examples

if (requireNamespace("ColombiAPI", quietly = TRUE)) {
  library(ColombiAPI)
  view_datasets_ColombiAPI()
}

---