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This data shows the final cleaned occurrence records

Usage

ecodata_cleaned

Format

A data frame with 698 rows and 35 variables:

X

Index

basisOfRecord

Type of occurrence record (e.g., preserved specimen, fossil)

occurrenceStatus

Indicates presence or absence of the species

institutionCode

Code of the institution that provided the record

verbatimEventDate

Original text for the event or collection date

scientificName

Scientific name of the organism

individualCount

Number of individuals recorded

organismQuantity

Reported quantity (unit may vary)

abundance

Standardized or calculated abundance value

decimalLatitude

Latitude in decimal degrees

decimalLongitude

Longitude in decimal degrees

coordinateUncertaintyInMeters

Spatial uncertainty of coordinates in meters

locality

Named location where the record was collected

verbatimLocality

Original locality text as provided by the source

municipality

Municipality or town of occurrence

county

County of occurrence

stateProvince

State or province of occurrence

country

Country of occurrence

cleaned_catalog

Standardized catalog number used for de-duplication

lat_precision

Number of decimal places in the latitude coordinate

lon_precision

Number of decimal places in the longitude coordinate

flag_cordinate_precision

Flag for low coordinate precision

flag_cc_val

Flag for invalid or impossible coordinates

flag_cc_equal

Flag for identical latitude and longitude (likely erroneous)

flag_cc_zero

Flag for coordinates at (0,0)

flag_cc_cent

Flag for coordinates placed at a country or region centroid

flag_cc_gbif

Flag for coordinates matching GBIF headquarters (artifact)

flag_cc_inst

Flag for coordinates matching institution location

flag_non_region

Flag for coordinates outside the study region

outliers

Flag for outliers based on clustering of spatial and environmental variables

BO_sstmean

Mean sea surface temperature from Bio-ORACLE

BO_sstmax

Maximum sea surface temperature from Bio-ORACLE

BO_sstmin

Minimum sea surface temperature from Bio-ORACLE

BO_chloro

Chlorophyll concentration from Bio-ORACLE

BO_dissox

Dissolved oxygen level from Bio-ORACLE

Source

Generated after filtering outlier data points