This data shows the final cleaned occurrence records
ecodata_cleanedA data frame with 698 rows and 35 variables:
Index
Type of occurrence record (e.g., preserved specimen, fossil)
Indicates presence or absence of the species
Code of the institution that provided the record
Original text for the event or collection date
Scientific name of the organism
Number of individuals recorded
Reported quantity (unit may vary)
Standardized or calculated abundance value
Latitude in decimal degrees
Longitude in decimal degrees
Spatial uncertainty of coordinates in meters
Named location where the record was collected
Original locality text as provided by the source
Municipality or town of occurrence
County of occurrence
State or province of occurrence
Country of occurrence
Standardized catalog number used for de-duplication
Number of decimal places in the latitude coordinate
Number of decimal places in the longitude coordinate
Flag for low coordinate precision
Flag for invalid or impossible coordinates
Flag for identical latitude and longitude (likely erroneous)
Flag for coordinates at (0,0)
Flag for coordinates placed at a country or region centroid
Flag for coordinates matching GBIF headquarters (artifact)
Flag for coordinates matching institution location
Flag for coordinates outside the study region
Flag for outliers based on clustering of spatial and environmental variables
Mean sea surface temperature from Bio-ORACLE
Maximum sea surface temperature from Bio-ORACLE
Minimum sea surface temperature from Bio-ORACLE
Chlorophyll concentration from Bio-ORACLE
Dissolved oxygen level from Bio-ORACLE