Description Usage Format Details Source Examples
A collection records for two insect species (Species T and Species U) containing common errors. The errors were inserted into the dataset to illustrate the use of the functions in the package. The dataset also contains values of 19 environmental variables.
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A data frame with 45 observations on the following 30 variables.
IDa numeric vector - unique identifiers
Speciesa character vector - species names
Countrya character vector - country of collection
xa numeric vector - x-coordinate in decimal degrees
ya numeric vector - y-coordinate in decimal degrees
LocalityNamea character vector - name of locality of collection
x_originala logical vector - original x-coordinate
y_originala logical vector - original y-coordinate
Correctiona character vector - a number associated with a particular correction
Modifieda character vector - date and time the record was modified
Excludea numeric vector - values of one indicate that the record should be excluded, zero if to be included
Reasona character vector - indicates the reason for excluding the record
eleva numeric vector - elevation in meters
bio1a numeric vector - values for Annual Mean Temperature
bio10a numeric vector - values for Mean Temperature of Warmest Quarter
bio11a numeric vector - values for Mean Temperature of Coldest Quarter
bio12a numeric vector - values for Annual Precipitation
bio13a numeric vector - values for Precipitation of Wettest Month
bio14a numeric vector - values for Precipitation of Driest Month
bio15a numeric vector - values for Precipitation Seasonality
bio16a numeric vector - values for Precipitation of Wettest Quarter
bio17a numeric vector - values for Precipitation of Driest Quarter
bio18a numeric vector - values for Precipitation of Warmest Quarter
bio19a numeric vector - values for Precipitation of Coldest Quarter
bio2a numeric vector - values for Mean Diurnal Range
bio3a numeric vector - values for Isothermality
bio4a numeric vector - values for Temperature seasonality
bio5a numeric vector - values for Max Temperature of Warmest Month
bio6a numeric vector - values for Min Temperature of Coldest Month
bio7a numeric vector - values for Temperature Annual Range
bio8a numeric vector - values for Mean Temperature of Wettest Quarter
bio9a numeric vector - values for Mean Temperature of Driest Quarter
values for these variables were obtained from Worldclim.org 10 minute spatial resolution bioclimatic data
Environmental variable data obtained from Worldclim.org
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ID Species Country x y LocalityName
1650 1950 Species T South Africa 23.5 -33.30000 Willowmore
1651 1951 Species T South Africa 23.5 -33.30000 Willowmore
1652 1952 Species T South Africa 23.5 -33.30000 Willowmore
1653 1953 Species T South Africa 19.3 -31.46667 Nieuwoudtville 8 - 12km SE
1654 1954 Species T South Africa 19.3 -31.46667 Nieuwoudtville 8 - 12km SE
1655 1955 Species T South Africa 19.2 -31.21667 Brandkop, Nieuwoudtville
x_original y_original Correction Modified Exclude Reason elev
1650 NA NA ........ 01-01-1900 12:01:01 0 ........ 2000
1651 NA NA ........ 01-01-1900 12:01:01 0 ........ 900
1652 NA NA ........ 01-01-1900 12:01:01 0 ........ 200
1653 NA NA ........ 01-01-1900 12:01:01 0 ........ 3201
1654 NA NA ........ 01-01-1900 12:01:01 0 ........ 200
1655 NA NA ........ 01-01-1900 12:01:01 0 ........ 489
bio1 bio10 bio11 bio12 bio13 bio14 bio15 bio16 bio17 bio18 bio19 bio2 bio3
1650 161 214 104 364 48 16 31 127 58 111 58 139 52
1651 161 214 104 364 48 16 31 127 58 111 58 139 52
1652 161 214 104 364 48 16 31 127 58 111 58 139 52
1653 166 218 109 275 45 5 60 125 22 28 124 161 57
1654 166 218 109 275 45 5 60 125 22 28 124 161 57
1655 183 237 124 207 34 3 58 95 16 21 93 165 57
bio4 bio5 bio6 bio7 bio8 bio9
1650 4295 295 31 264 212 104
1651 4295 295 31 264 212 104
1652 4295 295 31 264 212 104
1653 4309 313 33 280 116 218
1654 4309 313 33 280 116 218
1655 4433 333 44 289 131 236
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