BeeBDC1.3.1 package

Occurrence Data Cleaning

atlasDownloader

Download occurrence data from the Atlas of Living Australia (ALA)

BeeBDCQuery

Query the bee taxonomy and country checklist

beesChecklist

Download a country-level checklist of bees from Discover Life

beesTaxonomy

Download a nearly complete taxonomy of bees globally

ChaoWrapper

Parallel estimation of species richness in a community using iChao

chordDiagramR

Build a chord diagram of duplicate occurrence links

ColTypeR

Sets up column names and types

continentOutlieRs

Flag continent-level outliers with a provided checklist.

coordUncerFlagR

Flag occurrences with an uncertainty threshold

countryHarmoniseR

Match and harmonise country names

countryNameCleanR

Fix country name issues using a user-input list

countryOutlieRs

Flag country-level outliers with a provided checklist.

dataProvTables

Build a table of data providers for bee occurrence records

dataSaver

Simple function to save occurrence AND EML data as a list

dateFindR

Find dates in other columns

diagonAlley

Find fill-down errors

dirMaker

Set up global directory paths and create folders

dupePlotR

Create a compound bar graph of duplicate data sources

dupeSummary

Identifies duplicate occurrence records

fileFinder

Finds files within a directory

flagAbsent

Flags occurrences that are marked as absent

flagLicense

Flag license protected records

flagRecorder

Loads, appends, and saves occurrence flag data

flagSummaryTable

Build a per-species summary for each and all flags

formattedCombiner

Combine the formatted USGS data with the main dataset

GBIFissues

Flags records with GBIF issues

ggRichnessWrapper

ggplot2 extension for a Chao- and iNEXT-wrapper outputs

harmoniseR

Harmonise taxonomy of occurrence data

idMatchR

Attempt to match database_ids from a prior run

importOccurrences

Imports the most-recent repoMerge data

iNEXTwrapper

Parallel estimation of species richness in a community using iNEXT

interactiveMapR

Creates interactive html maps for species

jbd_CfC_chunker

Get country names from coordinates

jbd_coordCountryInconsistent

Flags coordinates that are inconsistent with the stated country name

jbd_coordinates_precision

Flags coordinates for imprecision

jbd_coordinates_transposed

Identify transposed geographic coordinates

jbd_create_figures

Create figures reporting the results of the bdc/BeeBDC packages

jbd_Ctrans_chunker

Wraps jbd_coordinates_transposed to identify and fix transposed occurr...

manualOutlierFindeR

Finds outliers, and their duplicates, as determined by experts

PaigeIntegrater

Integrate manually-cleaned data from Paige Chesshire

plotFlagSummary

Generate a plot summarising flagged data

readr_BeeBDC

A wrapper for all of the data readr_functions

repoFinder

Find GBIF, ALA, iDigBio, and SCAN files in a directory

repoMerge

Import occurrences from GBIF, ALA, iDigBio, and SCAN downloads

richnessEstimateR

Estimate country, continental, and global species richnesses

richnessPrepR

Prepare occurrence, taxonomy, and checklist data for richness estimati...

summaryFun

Create or update the .summary flag column

summaryMaps

Create country-level summary maps of species and occurrence numbers

taxadbToBeeBDC

Import and convert taxadb taxonomies to BeeBDC format

USGS_formatter

Find, import, and format USGS data to Darwin Core

Flags and checks occurrence data that are in Darwin Core format. The package includes generic functions and data as well as some that are specific to bees. This package is meant to build upon and be complimentary to other excellent occurrence cleaning packages, including 'bdc' and 'CoordinateCleaner'. This package uses datasets from several sources and particularly from the Discover Life Website, created by Ascher and Pickering (2020). For further information, please see the original publication and package website. Publication - Dorey et al. (2023) <doi:10.1101/2023.06.30.547152> and package website - Dorey et al. (2023) <https://github.com/jbdorey/BeeBDC>.

  • Maintainer: James B. Dorey
  • License: GPL (>= 3)
  • Last published: 2025-09-22